Dataset statistics
| Number of variables | 45 |
|---|---|
| Number of observations | 101763 |
| Missing cells | 54020 |
| Missing cells (%) | 1.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 184.6 MiB |
| Average record size in memory | 1.9 KiB |
Variable types
| CAT | 30 |
|---|---|
| NUM | 13 |
| BOOL | 2 |
medical_specialty has a high cardinality: 72 distinct values | High cardinality |
race has 2271 (2.2%) missing values | Missing |
medical_specialty has 49947 (49.1%) missing values | Missing |
cat_diag_3 has 1423 (1.4%) missing values | Missing |
df_index has unique values | Unique |
num_procedures has 46652 (45.8%) zeros | Zeros |
number_outpatient has 85024 (83.6%) zeros | Zeros |
number_emergency has 90380 (88.8%) zeros | Zeros |
number_inpatient has 67627 (66.5%) zeros | Zeros |
Reproduction
| Analysis started | 2020-09-14 14:19:27.864348 |
|---|---|
| Analysis finished | 2020-09-14 14:20:25.591034 |
| Duration | 57.73 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 101763 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50882.14641 |
|---|---|
| Minimum | 0 |
| Maximum | 101765 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5088.1 |
| Q1 | 25440.5 |
| median | 50882 |
| Q3 | 76323.5 |
| 95-th percentile | 96676.9 |
| Maximum | 101765 |
| Range | 101765 |
| Interquartile range (IQR) | 50883 |
Descriptive statistics
| Standard deviation | 29377.55192 |
|---|---|
| Coefficient of variation (CV) | 0.5773646357 |
| Kurtosis | -1.1999904 |
| Mean | 50882.14641 |
| Median Absolute Deviation (MAD) | 25442 |
| Skewness | 2.123409245e-05 |
| Sum | 5177919865 |
| Variance | 863040557 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 25894 | 1 | < 0.1% | |
| 5416 | 1 | < 0.1% | |
| 7465 | 1 | < 0.1% | |
| 1322 | 1 | < 0.1% | |
| 3371 | 1 | < 0.1% | |
| 13612 | 1 | < 0.1% | |
| 15661 | 1 | < 0.1% | |
| 9518 | 1 | < 0.1% | |
| 11567 | 1 | < 0.1% | |
| 54576 | 1 | < 0.1% | |
| 56625 | 1 | < 0.1% | |
| 50482 | 1 | < 0.1% | |
| 52531 | 1 | < 0.1% | |
| 62772 | 1 | < 0.1% | |
| 64821 | 1 | < 0.1% | |
| 58678 | 1 | < 0.1% | |
| 60727 | 1 | < 0.1% | |
| 38200 | 1 | < 0.1% | |
| 40249 | 1 | < 0.1% | |
| 34106 | 1 | < 0.1% | |
| 36155 | 1 | < 0.1% | |
| 46396 | 1 | < 0.1% | |
| 27943 | 1 | < 0.1% | |
| 32037 | 1 | < 0.1% | |
| Other values (101738) | 101738 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 101765 | 1 | < 0.1% | |
| 101764 | 1 | < 0.1% | |
| 101763 | 1 | < 0.1% | |
| 101762 | 1 | < 0.1% | |
| 101761 | 1 | < 0.1% | |
| 101760 | 1 | < 0.1% | |
| 101759 | 1 | < 0.1% | |
| 101758 | 1 | < 0.1% | |
| 101757 | 1 | < 0.1% | |
| 101756 | 1 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2271 |
| Missing (%) | 2.2% |
| Memory size | 795.1 KiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| Hispanic | 2037 |
| Other | 1505 |
| Asian | 641 |
| Value | Count | Frequency (%) | |
| Caucasian | 76099 | 74.8% | |
| AfricanAmerican | 19210 | 18.9% | |
| Hispanic | 2037 | 2.0% | |
| Other | 1505 | 1.5% | |
| Asian | 641 | 0.6% | |
| (Missing) | 2271 | 2.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 9.894362391 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| a | 271666 | 27.0% | |
| n | 121739 | 12.1% | |
| i | 119234 | 11.8% | |
| c | 116556 | 11.6% | |
| s | 78777 | 7.8% | |
| C | 76099 | 7.6% | |
| u | 76099 | 7.6% | |
| r | 39925 | 4.0% | |
| A | 39061 | 3.9% | |
| e | 20715 | 2.1% | |
| f | 19210 | 1.9% | |
| m | 19210 | 1.9% | |
| H | 2037 | 0.2% | |
| p | 2037 | 0.2% | |
| O | 1505 | 0.1% | |
| t | 1505 | 0.1% | |
| h | 1505 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 888178 | 88.2% | |
| Uppercase Letter | 118702 | 11.8% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| C | 76099 | 64.1% | |
| A | 39061 | 32.9% | |
| H | 2037 | 1.7% | |
| O | 1505 | 1.3% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 271666 | 30.6% | |
| n | 121739 | 13.7% | |
| i | 119234 | 13.4% | |
| c | 116556 | 13.1% | |
| s | 78777 | 8.9% | |
| u | 76099 | 8.6% | |
| r | 39925 | 4.5% | |
| e | 20715 | 2.3% | |
| f | 19210 | 2.2% | |
| m | 19210 | 2.2% | |
| p | 2037 | 0.2% | |
| t | 1505 | 0.2% | |
| h | 1505 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 1006880 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| a | 271666 | 27.0% | |
| n | 121739 | 12.1% | |
| i | 119234 | 11.8% | |
| c | 116556 | 11.6% | |
| s | 78777 | 7.8% | |
| C | 76099 | 7.6% | |
| u | 76099 | 7.6% | |
| r | 39925 | 4.0% | |
| A | 39061 | 3.9% | |
| e | 20715 | 2.1% | |
| f | 19210 | 1.9% | |
| m | 19210 | 1.9% | |
| H | 2037 | 0.2% | |
| p | 2037 | 0.2% | |
| O | 1505 | 0.1% | |
| t | 1505 | 0.1% | |
| h | 1505 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1006880 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| a | 271666 | 27.0% | |
| n | 121739 | 12.1% | |
| i | 119234 | 11.8% | |
| c | 116556 | 11.6% | |
| s | 78777 | 7.8% | |
| C | 76099 | 7.6% | |
| u | 76099 | 7.6% | |
| r | 39925 | 4.0% | |
| A | 39061 | 3.9% | |
| e | 20715 | 2.1% | |
| f | 19210 | 1.9% | |
| m | 19210 | 1.9% | |
| H | 2037 | 0.2% | |
| p | 2037 | 0.2% | |
| O | 1505 | 0.1% | |
| t | 1505 | 0.1% | |
| h | 1505 | 0.1% |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| Female | |
|---|---|
| Male |
| Value | Count | Frequency (%) | |
| Female | 54708 | 53.8% | |
| Male | 47055 | 46.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.075204151 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 156471 | 30.3% | |
| a | 101763 | 19.7% | |
| l | 101763 | 19.7% | |
| F | 54708 | 10.6% | |
| m | 54708 | 10.6% | |
| M | 47055 | 9.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 414705 | 80.3% | |
| Uppercase Letter | 101763 | 19.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| F | 54708 | 53.8% | |
| M | 47055 | 46.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 156471 | 37.7% | |
| a | 101763 | 24.5% | |
| l | 101763 | 24.5% | |
| m | 54708 | 13.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 516468 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 156471 | 30.3% | |
| a | 101763 | 19.7% | |
| l | 101763 | 19.7% | |
| F | 54708 | 10.6% | |
| m | 54708 | 10.6% | |
| M | 47055 | 9.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 516468 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 156471 | 30.3% | |
| a | 101763 | 19.7% | |
| l | 101763 | 19.7% | |
| F | 54708 | 10.6% | |
| m | 54708 | 10.6% | |
| M | 47055 | 9.1% |
age
Real number (ℝ≥0)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.167516591 |
|---|---|
| Minimum | 1.791759469 |
| Maximum | 4.564348191 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 1.791759469 |
|---|---|
| 5-th percentile | 3.583518938 |
| Q1 | 4.025351691 |
| median | 4.189654742 |
| Q3 | 4.33073334 |
| 95-th percentile | 4.454347296 |
| Maximum | 4.564348191 |
| Range | 2.772588722 |
| Interquartile range (IQR) | 0.3053816496 |
Descriptive statistics
| Standard deviation | 0.2962689476 |
|---|---|
| Coefficient of variation (CV) | 0.07109004633 |
| Kurtosis | 9.317491555 |
| Mean | 4.167516591 |
| Median Absolute Deviation (MAD) | 0.1643030513 |
| Skewness | -2.178596467 |
| Sum | 424098.9908 |
| Variance | 0.08777528928 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 4.33073334 | 26066 | 25.6% | |
| 4.189654742 | 22482 | 22.1% | |
| 4.025351691 | 17256 | 17.0% | |
| 4.454347296 | 17197 | 16.9% | |
| 3.828641396 | 9685 | 9.5% | |
| 3.583518938 | 3775 | 3.7% | |
| 4.564348191 | 2793 | 2.7% | |
| 3.258096538 | 1657 | 1.6% | |
| 2.772588722 | 691 | 0.7% | |
| 1.791759469 | 161 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.791759469 | 161 | 0.2% | |
| 2.772588722 | 691 | 0.7% | |
| 3.258096538 | 1657 | 1.6% | |
| 3.583518938 | 3775 | 3.7% | |
| 3.828641396 | 9685 | 9.5% | |
| 4.025351691 | 17256 | 17.0% | |
| 4.189654742 | 22482 | 22.1% | |
| 4.33073334 | 26066 | 25.6% | |
| 4.454347296 | 17197 | 16.9% | |
| 4.564348191 | 2793 | 2.7% |
| Value | Count | Frequency (%) | |
| 4.564348191 | 2793 | 2.7% | |
| 4.454347296 | 17197 | 16.9% | |
| 4.33073334 | 26066 | 25.6% | |
| 4.189654742 | 22482 | 22.1% | |
| 4.025351691 | 17256 | 17.0% | |
| 3.828641396 | 9685 | 9.5% | |
| 3.583518938 | 3775 | 3.7% | |
| 3.258096538 | 1657 | 1.6% | |
| 2.772588722 | 691 | 0.7% | |
| 1.791759469 | 161 | 0.2% |
admission_type_id
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.024016588 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.445413768 |
|---|---|
| Coefficient of variation (CV) | 0.7141313846 |
| Kurtosis | 1.942418805 |
| Mean | 2.024016588 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.591977215 |
| Sum | 205970 |
| Variance | 2.089220961 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 53988 | 53.1% | |
| 3 | 18868 | 18.5% | |
| 2 | 18480 | 18.2% | |
| 6 | 5291 | 5.2% | |
| 5 | 4785 | 4.7% | |
| 8 | 320 | 0.3% | |
| 7 | 21 | < 0.1% | |
| 4 | 10 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 53988 | 53.1% | |
| 2 | 18480 | 18.2% | |
| 3 | 18868 | 18.5% | |
| 4 | 10 | < 0.1% | |
| 5 | 4785 | 4.7% | |
| 6 | 5291 | 5.2% | |
| 7 | 21 | < 0.1% | |
| 8 | 320 | 0.3% |
| Value | Count | Frequency (%) | |
| 8 | 320 | 0.3% | |
| 7 | 21 | < 0.1% | |
| 6 | 5291 | 5.2% | |
| 5 | 4785 | 4.7% | |
| 4 | 10 | < 0.1% | |
| 3 | 18868 | 18.5% | |
| 2 | 18480 | 18.2% | |
| 1 | 53988 | 53.1% |
discharge_disposition_id
Real number (ℝ≥0)
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.715515462 |
|---|---|
| Minimum | 1 |
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 5.279918511 |
|---|---|
| Coefficient of variation (CV) | 1.421046034 |
| Kurtosis | 6.004127661 |
| Mean | 3.715515462 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.563168617 |
| Sum | 378102 |
| Variance | 27.87753948 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 60232 | 59.2% | |
| 3 | 13954 | 13.7% | |
| 6 | 12902 | 12.7% | |
| 18 | 3691 | 3.6% | |
| 2 | 2128 | 2.1% | |
| 22 | 1992 | 2.0% | |
| 11 | 1642 | 1.6% | |
| 5 | 1184 | 1.2% | |
| 25 | 989 | 1.0% | |
| 4 | 815 | 0.8% | |
| 7 | 623 | 0.6% | |
| 23 | 412 | 0.4% | |
| 13 | 399 | 0.4% | |
| 14 | 372 | 0.4% | |
| 28 | 139 | 0.1% | |
| 8 | 108 | 0.1% | |
| 15 | 63 | 0.1% | |
| 24 | 48 | < 0.1% | |
| 9 | 21 | < 0.1% | |
| 17 | 14 | < 0.1% | |
| 16 | 11 | < 0.1% | |
| 19 | 8 | < 0.1% | |
| 10 | 6 | < 0.1% | |
| 27 | 5 | < 0.1% | |
| 12 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 60232 | 59.2% | |
| 2 | 2128 | 2.1% | |
| 3 | 13954 | 13.7% | |
| 4 | 815 | 0.8% | |
| 5 | 1184 | 1.2% | |
| 6 | 12902 | 12.7% | |
| 7 | 623 | 0.6% | |
| 8 | 108 | 0.1% | |
| 9 | 21 | < 0.1% | |
| 10 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 28 | 139 | 0.1% | |
| 27 | 5 | < 0.1% | |
| 25 | 989 | 1.0% | |
| 24 | 48 | < 0.1% | |
| 23 | 412 | 0.4% | |
| 22 | 1992 | 2.0% | |
| 20 | 2 | < 0.1% | |
| 19 | 8 | < 0.1% | |
| 18 | 3691 | 3.6% | |
| 17 | 14 | < 0.1% |
admission_source_id
Real number (ℝ≥0)
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.75445889 |
|---|---|
| Minimum | 1 |
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 17 |
| Maximum | 25 |
| Range | 24 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.06410966 |
|---|---|
| Coefficient of variation (CV) | 0.7062540089 |
| Kurtosis | 1.744953515 |
| Mean | 5.75445889 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.029942076 |
| Sum | 585591 |
| Variance | 16.51698733 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7 | 57492 | 56.5% | |
| 1 | 29564 | 29.1% | |
| 17 | 6781 | 6.7% | |
| 4 | 3187 | 3.1% | |
| 6 | 2264 | 2.2% | |
| 2 | 1104 | 1.1% | |
| 5 | 855 | 0.8% | |
| 3 | 187 | 0.2% | |
| 20 | 161 | 0.2% | |
| 9 | 125 | 0.1% | |
| 8 | 16 | < 0.1% | |
| 22 | 12 | < 0.1% | |
| 10 | 8 | < 0.1% | |
| 11 | 2 | < 0.1% | |
| 14 | 2 | < 0.1% | |
| 25 | 2 | < 0.1% | |
| 13 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 29564 | 29.1% | |
| 2 | 1104 | 1.1% | |
| 3 | 187 | 0.2% | |
| 4 | 3187 | 3.1% | |
| 5 | 855 | 0.8% | |
| 6 | 2264 | 2.2% | |
| 7 | 57492 | 56.5% | |
| 8 | 16 | < 0.1% | |
| 9 | 125 | 0.1% | |
| 10 | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| 25 | 2 | < 0.1% | |
| 22 | 12 | < 0.1% | |
| 20 | 161 | 0.2% | |
| 17 | 6781 | 6.7% | |
| 14 | 2 | < 0.1% | |
| 13 | 1 | < 0.1% | |
| 11 | 2 | < 0.1% | |
| 10 | 8 | < 0.1% | |
| 9 | 125 | 0.1% | |
| 8 | 16 | < 0.1% |
time_in_hospital
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.542969309 |
|---|---|
| Minimum | 0.6931471806 |
| Maximum | 2.708050201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 0.6931471806 |
|---|---|
| 5-th percentile | 0.6931471806 |
| Q1 | 1.098612289 |
| median | 1.609437912 |
| Q3 | 1.945910149 |
| 95-th percentile | 2.48490665 |
| Maximum | 2.708050201 |
| Range | 2.014903021 |
| Interquartile range (IQR) | 0.8472978604 |
Descriptive statistics
| Standard deviation | 0.5341506091 |
|---|---|
| Coefficient of variation (CV) | 0.3461835604 |
| Kurtosis | -0.7576336978 |
| Mean | 1.542969309 |
| Median Absolute Deviation (MAD) | 0.4700036292 |
| Skewness | 0.1033598842 |
| Sum | 157017.1858 |
| Variance | 0.2853168732 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1.386294361 | 17756 | 17.4% | |
| 1.098612289 | 17224 | 16.9% | |
| 0.6931471806 | 14206 | 14.0% | |
| 1.609437912 | 13924 | 13.7% | |
| 1.791759469 | 9966 | 9.8% | |
| 1.945910149 | 7539 | 7.4% | |
| 2.079441542 | 5859 | 5.8% | |
| 2.197224577 | 4390 | 4.3% | |
| 2.302585093 | 3002 | 2.9% | |
| 2.397895273 | 2342 | 2.3% | |
| 2.48490665 | 1855 | 1.8% | |
| 2.564949357 | 1448 | 1.4% | |
| 2.63905733 | 1210 | 1.2% | |
| 2.708050201 | 1042 | 1.0% |
| Value | Count | Frequency (%) | |
| 0.6931471806 | 14206 | 14.0% | |
| 1.098612289 | 17224 | 16.9% | |
| 1.386294361 | 17756 | 17.4% | |
| 1.609437912 | 13924 | 13.7% | |
| 1.791759469 | 9966 | 9.8% | |
| 1.945910149 | 7539 | 7.4% | |
| 2.079441542 | 5859 | 5.8% | |
| 2.197224577 | 4390 | 4.3% | |
| 2.302585093 | 3002 | 2.9% | |
| 2.397895273 | 2342 | 2.3% |
| Value | Count | Frequency (%) | |
| 2.708050201 | 1042 | 1.0% | |
| 2.63905733 | 1210 | 1.2% | |
| 2.564949357 | 1448 | 1.4% | |
| 2.48490665 | 1855 | 1.8% | |
| 2.397895273 | 2342 | 2.3% | |
| 2.302585093 | 3002 | 2.9% | |
| 2.197224577 | 4390 | 4.3% | |
| 2.079441542 | 5859 | 5.8% | |
| 1.945910149 | 7539 | 7.4% | |
| 1.791759469 | 9966 | 9.8% |
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 49947 |
| Missing (%) | 49.1% |
| Memory size | 795.1 KiB |
| InternalMedicine | |
|---|---|
| Emergency/Trauma | |
| Family/GeneralPractice | |
| Cardiology | |
| Surgery-General | |
| Other values (67) |
| Value | Count | Frequency (%) | |
| InternalMedicine | 14635 | 14.4% | |
| Emergency/Trauma | 7565 | 7.4% | |
| Family/GeneralPractice | 7440 | 7.3% | |
| Cardiology | 5351 | 5.3% | |
| Surgery-General | 3099 | 3.0% | |
| Nephrology | 1613 | 1.6% | |
| Orthopedics | 1400 | 1.4% | |
| Orthopedics-Reconstructive | 1233 | 1.2% | |
| Radiologist | 1140 | 1.1% | |
| Pulmonology | 871 | 0.9% | |
| Psychiatry | 854 | 0.8% | |
| Urology | 685 | 0.7% | |
| ObstetricsandGynecology | 671 | 0.7% | |
| Surgery-Cardiovascular/Thoracic | 652 | 0.6% | |
| Gastroenterology | 564 | 0.6% | |
| Surgery-Vascular | 533 | 0.5% | |
| Surgery-Neuro | 468 | 0.5% | |
| PhysicalMedicineandRehabilitation | 391 | 0.4% | |
| Oncology | 348 | 0.3% | |
| Pediatrics | 254 | 0.2% | |
| Hematology/Oncology | 207 | 0.2% | |
| Neurology | 203 | 0.2% | |
| Pediatrics-Endocrinology | 159 | 0.2% | |
| Otolaryngology | 125 | 0.1% | |
| Endocrinology | 120 | 0.1% | |
| Other values (47) | 1235 | 1.2% | |
| (Missing) | 49947 | 49.1% |
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 36 |
|---|---|
| Median length | 8 |
| Mean length | 9.594440022 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| n | 168692 | 17.3% | |
| a | 121095 | 12.4% | |
| e | 105151 | 10.8% | |
| r | 76898 | 7.9% | |
| i | 63307 | 6.5% | |
| c | 50007 | 5.1% | |
| l | 48870 | 5.0% | |
| y | 34936 | 3.6% | |
| t | 34149 | 3.5% | |
| o | 34051 | 3.5% | |
| d | 27034 | 2.8% | |
| g | 25595 | 2.6% | |
| m | 23846 | 2.4% | |
| u | 16856 | 1.7% | |
| / | 15871 | 1.6% | |
| M | 15055 | 1.5% | |
| I | 14683 | 1.5% | |
| G | 11882 | 1.2% | |
| s | 10638 | 1.1% | |
| P | 10448 | 1.1% | |
| T | 8332 | 0.9% | |
| E | 7861 | 0.8% | |
| F | 7451 | 0.8% | |
| h | 6965 | 0.7% | |
| - | 6627 | 0.7% | |
| Other values (18) | 30059 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 855678 | 87.6% | |
| Uppercase Letter | 98147 | 10.1% | |
| Other Punctuation | 15907 | 1.6% | |
| Dash Punctuation | 6627 | 0.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 15055 | 15.3% | |
| I | 14683 | 15.0% | |
| G | 11882 | 12.1% | |
| P | 10448 | 10.6% | |
| T | 8332 | 8.5% | |
| E | 7861 | 8.0% | |
| F | 7451 | 7.6% | |
| C | 6306 | 6.4% | |
| S | 5156 | 5.3% | |
| O | 4146 | 4.2% | |
| R | 2847 | 2.9% | |
| N | 2307 | 2.4% | |
| U | 685 | 0.7% | |
| V | 533 | 0.5% | |
| H | 351 | 0.4% | |
| A | 55 | 0.1% | |
| D | 49 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 168692 | 19.7% | |
| a | 121095 | 14.2% | |
| e | 105151 | 12.3% | |
| r | 76898 | 9.0% | |
| i | 63307 | 7.4% | |
| c | 50007 | 5.8% | |
| l | 48870 | 5.7% | |
| y | 34936 | 4.1% | |
| t | 34149 | 4.0% | |
| o | 34051 | 4.0% | |
| d | 27034 | 3.2% | |
| g | 25595 | 3.0% | |
| m | 23846 | 2.8% | |
| u | 16856 | 2.0% | |
| s | 10638 | 1.2% | |
| h | 6965 | 0.8% | |
| p | 4416 | 0.5% | |
| v | 1996 | 0.2% | |
| b | 1114 | 0.1% | |
| f | 49 | < 0.1% | |
| x | 11 | < 0.1% | |
| w | 1 | < 0.1% | |
| k | 1 | < 0.1% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 6627 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| / | 15871 | 99.8% | |
| & | 36 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 953825 | 97.7% | |
| Common | 22534 | 2.3% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 168692 | 17.7% | |
| a | 121095 | 12.7% | |
| e | 105151 | 11.0% | |
| r | 76898 | 8.1% | |
| i | 63307 | 6.6% | |
| c | 50007 | 5.2% | |
| l | 48870 | 5.1% | |
| y | 34936 | 3.7% | |
| t | 34149 | 3.6% | |
| o | 34051 | 3.6% | |
| d | 27034 | 2.8% | |
| g | 25595 | 2.7% | |
| m | 23846 | 2.5% | |
| u | 16856 | 1.8% | |
| M | 15055 | 1.6% | |
| I | 14683 | 1.5% | |
| G | 11882 | 1.2% | |
| s | 10638 | 1.1% | |
| P | 10448 | 1.1% | |
| T | 8332 | 0.9% | |
| E | 7861 | 0.8% | |
| F | 7451 | 0.8% | |
| h | 6965 | 0.7% | |
| C | 6306 | 0.7% | |
| S | 5156 | 0.5% | |
| Other values (15) | 18561 | 1.9% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| / | 15871 | 70.4% | |
| - | 6627 | 29.4% | |
| & | 36 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 976359 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| n | 168692 | 17.3% | |
| a | 121095 | 12.4% | |
| e | 105151 | 10.8% | |
| r | 76898 | 7.9% | |
| i | 63307 | 6.5% | |
| c | 50007 | 5.1% | |
| l | 48870 | 5.0% | |
| y | 34936 | 3.6% | |
| t | 34149 | 3.5% | |
| o | 34051 | 3.5% | |
| d | 27034 | 2.8% | |
| g | 25595 | 2.6% | |
| m | 23846 | 2.4% | |
| u | 16856 | 1.7% | |
| / | 15871 | 1.6% | |
| M | 15055 | 1.5% | |
| I | 14683 | 1.5% | |
| G | 11882 | 1.2% | |
| s | 10638 | 1.1% | |
| P | 10448 | 1.1% | |
| T | 8332 | 0.9% | |
| E | 7861 | 0.8% | |
| F | 7451 | 0.8% | |
| h | 6965 | 0.7% | |
| - | 6627 | 0.7% | |
| Other values (18) | 30059 | 3.1% |
num_lab_procedures
Real number (ℝ≥0)
| Distinct | 118 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.594660782 |
|---|---|
| Minimum | 0.6931471806 |
| Maximum | 4.890349128 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 0.6931471806 |
|---|---|
| 5-th percentile | 1.609437912 |
| Q1 | 3.465735903 |
| median | 3.80666249 |
| Q3 | 4.060443011 |
| 95-th percentile | 4.304065093 |
| Maximum | 4.890349128 |
| Range | 4.197201948 |
| Interquartile range (IQR) | 0.5947071077 |
Descriptive statistics
| Standard deviation | 0.7863905162 |
|---|---|
| Coefficient of variation (CV) | 0.2187662658 |
| Kurtosis | 5.034180759 |
| Mean | 3.594660782 |
| Median Absolute Deviation (MAD) | 0.2708749541 |
| Skewness | -2.222758425 |
| Sum | 365803.4652 |
| Variance | 0.6184100439 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.6931471806 | 3208 | 3.2% | |
| 3.784189634 | 2804 | 2.8% | |
| 3.80666249 | 2496 | 2.5% | |
| 3.828641396 | 2376 | 2.3% | |
| 3.663561646 | 2212 | 2.2% | |
| 3.713572067 | 2201 | 2.2% | |
| 3.850147602 | 2189 | 2.2% | |
| 3.737669618 | 2117 | 2.1% | |
| 3.761200116 | 2113 | 2.1% | |
| 3.871201011 | 2106 | 2.1% | |
| 3.688879454 | 2101 | 2.1% | |
| 3.63758616 | 2079 | 2.0% | |
| 3.912023005 | 2066 | 2.0% | |
| 3.891820298 | 2058 | 2.0% | |
| 3.610917913 | 1962 | 1.9% | |
| 3.951243719 | 1925 | 1.9% | |
| 3.931825633 | 1924 | 1.9% | |
| 3.583518938 | 1907 | 1.9% | |
| 4.007333185 | 1888 | 1.9% | |
| 4.043051268 | 1839 | 1.8% | |
| 3.970291914 | 1838 | 1.8% | |
| 4.025351691 | 1836 | 1.8% | |
| 3.988984047 | 1802 | 1.8% | |
| 4.060443011 | 1747 | 1.7% | |
| 4.077537444 | 1708 | 1.7% | |
| Other values (93) | 49261 | 48.4% |
| Value | Count | Frequency (%) | |
| 0.6931471806 | 3208 | 3.2% | |
| 1.098612289 | 1101 | 1.1% | |
| 1.386294361 | 668 | 0.7% | |
| 1.609437912 | 378 | 0.4% | |
| 1.791759469 | 285 | 0.3% | |
| 1.945910149 | 282 | 0.3% | |
| 2.079441542 | 323 | 0.3% | |
| 2.197224577 | 366 | 0.4% | |
| 2.302585093 | 933 | 0.9% | |
| 2.397895273 | 838 | 0.8% |
| Value | Count | Frequency (%) | |
| 4.890349128 | 1 | < 0.1% | |
| 4.86753445 | 1 | < 0.1% | |
| 4.844187086 | 1 | < 0.1% | |
| 4.804021045 | 1 | < 0.1% | |
| 4.795790546 | 1 | < 0.1% | |
| 4.779123493 | 1 | < 0.1% | |
| 4.744932128 | 2 | < 0.1% | |
| 4.736198448 | 3 | < 0.1% | |
| 4.718498871 | 3 | < 0.1% | |
| 4.700480366 | 4 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6222107291 |
|---|---|
| Minimum | 0 |
| Maximum | 1.945910149 |
| Zeros | 46652 |
| Zeros (%) | 45.8% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.6931471806 |
| Q3 | 1.098612289 |
| 95-th percentile | 1.791759469 |
| Maximum | 1.945910149 |
| Range | 1.945910149 |
| Interquartile range (IQR) | 1.098612289 |
Descriptive statistics
| Standard deviation | 0.654017933 |
|---|---|
| Coefficient of variation (CV) | 1.051119665 |
| Kurtosis | -1.076967217 |
| Mean | 0.6222107291 |
| Median Absolute Deviation (MAD) | 0.6931471806 |
| Skewness | 0.519590453 |
| Sum | 63318.03043 |
| Variance | 0.4277394567 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 46652 | 45.8% | |
| 0.6931471806 | 20741 | 20.4% | |
| 1.098612289 | 12716 | 12.5% | |
| 1.386294361 | 9443 | 9.3% | |
| 1.945910149 | 4954 | 4.9% | |
| 1.609437912 | 4180 | 4.1% | |
| 1.791759469 | 3077 | 3.0% |
| Value | Count | Frequency (%) | |
| 0 | 46652 | 45.8% | |
| 0.6931471806 | 20741 | 20.4% | |
| 1.098612289 | 12716 | 12.5% | |
| 1.386294361 | 9443 | 9.3% | |
| 1.609437912 | 4180 | 4.1% | |
| 1.791759469 | 3077 | 3.0% | |
| 1.945910149 | 4954 | 4.9% |
| Value | Count | Frequency (%) | |
| 1.945910149 | 4954 | 4.9% | |
| 1.791759469 | 3077 | 3.0% | |
| 1.609437912 | 4180 | 4.1% | |
| 1.386294361 | 9443 | 9.3% | |
| 1.098612289 | 12716 | 12.5% | |
| 0.6931471806 | 20741 | 20.4% | |
| 0 | 46652 | 45.8% |
num_medications
Real number (ℝ≥0)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.722372617 |
|---|---|
| Minimum | 0.6931471806 |
| Maximum | 4.406719247 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 0.6931471806 |
|---|---|
| 5-th percentile | 1.945910149 |
| Q1 | 2.397895273 |
| median | 2.772588722 |
| Q3 | 3.044522438 |
| 95-th percentile | 3.465735903 |
| Maximum | 4.406719247 |
| Range | 3.713572067 |
| Interquartile range (IQR) | 0.6466271649 |
Descriptive statistics
| Standard deviation | 0.4892828957 |
|---|---|
| Coefficient of variation (CV) | 0.1797266446 |
| Kurtosis | 0.9100512756 |
| Mean | 2.722372617 |
| Median Absolute Deviation (MAD) | 0.2876820725 |
| Skewness | -0.4853188019 |
| Sum | 277036.8046 |
| Variance | 0.239397752 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2.63905733 | 6086 | 6.0% | |
| 2.564949357 | 6004 | 5.9% | |
| 2.48490665 | 5795 | 5.7% | |
| 2.772588722 | 5792 | 5.7% | |
| 2.708050201 | 5707 | 5.6% | |
| 2.833213344 | 5430 | 5.3% | |
| 2.397895273 | 5346 | 5.3% | |
| 2.890371758 | 4919 | 4.8% | |
| 2.302585093 | 4913 | 4.8% | |
| 2.944438979 | 4523 | 4.4% | |
| 2.197224577 | 4353 | 4.3% | |
| 2.995732274 | 4078 | 4.0% | |
| 3.044522438 | 3691 | 3.6% | |
| 2.079441542 | 3484 | 3.4% | |
| 3.091042453 | 3229 | 3.2% | |
| 3.135494216 | 2867 | 2.8% | |
| 1.945910149 | 2698 | 2.7% | |
| 3.17805383 | 2426 | 2.4% | |
| 3.218875825 | 2109 | 2.1% | |
| 1.791759469 | 2017 | 2.0% | |
| 3.258096538 | 1888 | 1.9% | |
| 3.295836866 | 1608 | 1.6% | |
| 3.33220451 | 1432 | 1.4% | |
| 1.609437912 | 1417 | 1.4% | |
| 3.36729583 | 1233 | 1.2% | |
| Other values (50) | 8718 | 8.6% |
| Value | Count | Frequency (%) | |
| 0.6931471806 | 262 | 0.3% | |
| 1.098612289 | 470 | 0.5% | |
| 1.386294361 | 900 | 0.9% | |
| 1.609437912 | 1417 | 1.4% | |
| 1.791759469 | 2017 | 2.0% | |
| 1.945910149 | 2698 | 2.7% | |
| 2.079441542 | 3484 | 3.4% | |
| 2.197224577 | 4353 | 4.3% | |
| 2.302585093 | 4913 | 4.8% | |
| 2.397895273 | 5346 | 5.3% |
| Value | Count | Frequency (%) | |
| 4.406719247 | 1 | < 0.1% | |
| 4.382026635 | 1 | < 0.1% | |
| 4.33073334 | 2 | < 0.1% | |
| 4.317488114 | 1 | < 0.1% | |
| 4.290459441 | 3 | < 0.1% | |
| 4.262679877 | 2 | < 0.1% | |
| 4.248495242 | 5 | < 0.1% | |
| 4.234106505 | 7 | < 0.1% | |
| 4.219507705 | 7 | < 0.1% | |
| 4.204692619 | 5 | < 0.1% |
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.172140067 |
|---|---|
| Minimum | 0 |
| Maximum | 3.761200116 |
| Zeros | 85024 |
| Zeros (%) | 83.6% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1.098612289 |
| Maximum | 3.761200116 |
| Range | 3.761200116 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.429351371 |
|---|---|
| Coefficient of variation (CV) | 2.494197768 |
| Kurtosis | 7.851673556 |
| Mean | 0.172140067 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.739685741 |
| Sum | 17517.48964 |
| Variance | 0.1843425998 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 85024 | 83.6% | |
| 0.6931471806 | 8547 | 8.4% | |
| 1.098612289 | 3594 | 3.5% | |
| 1.386294361 | 2042 | 2.0% | |
| 1.609437912 | 1099 | 1.1% | |
| 1.791759469 | 533 | 0.5% | |
| 1.945910149 | 303 | 0.3% | |
| 2.079441542 | 155 | 0.2% | |
| 2.197224577 | 98 | 0.1% | |
| 2.302585093 | 83 | 0.1% | |
| 2.397895273 | 57 | 0.1% | |
| 2.48490665 | 42 | < 0.1% | |
| 2.63905733 | 31 | < 0.1% | |
| 2.564949357 | 30 | < 0.1% | |
| 2.708050201 | 28 | < 0.1% | |
| 2.772588722 | 20 | < 0.1% | |
| 2.833213344 | 15 | < 0.1% | |
| 2.890371758 | 8 | < 0.1% | |
| 3.044522438 | 7 | < 0.1% | |
| 3.091042453 | 7 | < 0.1% | |
| 3.135494216 | 5 | < 0.1% | |
| 2.944438979 | 5 | < 0.1% | |
| 3.33220451 | 3 | < 0.1% | |
| 3.218875825 | 3 | < 0.1% | |
| 2.995732274 | 3 | < 0.1% | |
| Other values (14) | 21 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 85024 | 83.6% | |
| 0.6931471806 | 8547 | 8.4% | |
| 1.098612289 | 3594 | 3.5% | |
| 1.386294361 | 2042 | 2.0% | |
| 1.609437912 | 1099 | 1.1% | |
| 1.791759469 | 533 | 0.5% | |
| 1.945910149 | 303 | 0.3% | |
| 2.079441542 | 155 | 0.2% | |
| 2.197224577 | 98 | 0.1% | |
| 2.302585093 | 83 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.761200116 | 1 | < 0.1% | |
| 3.713572067 | 1 | < 0.1% | |
| 3.688879454 | 1 | < 0.1% | |
| 3.663561646 | 1 | < 0.1% | |
| 3.63758616 | 1 | < 0.1% | |
| 3.610917913 | 2 | < 0.1% | |
| 3.583518938 | 2 | < 0.1% | |
| 3.555348061 | 1 | < 0.1% | |
| 3.526360525 | 2 | < 0.1% | |
| 3.401197382 | 2 | < 0.1% |
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1019147643 |
|---|---|
| Minimum | 0 |
| Maximum | 4.343805422 |
| Zeros | 90380 |
| Zeros (%) | 88.8% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.6931471806 |
| Maximum | 4.343805422 |
| Range | 4.343805422 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3149687265 |
|---|---|
| Coefficient of variation (CV) | 3.090511259 |
| Kurtosis | 16.20219531 |
| Mean | 0.1019147643 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.653584959 |
| Sum | 10371.15216 |
| Variance | 0.09920529867 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 90380 | 88.8% | |
| 0.6931471806 | 7677 | 7.5% | |
| 1.098612289 | 2042 | 2.0% | |
| 1.386294361 | 725 | 0.7% | |
| 1.609437912 | 374 | 0.4% | |
| 1.791759469 | 192 | 0.2% | |
| 1.945910149 | 94 | 0.1% | |
| 2.079441542 | 73 | 0.1% | |
| 2.197224577 | 50 | < 0.1% | |
| 2.397895273 | 34 | < 0.1% | |
| 2.302585093 | 33 | < 0.1% | |
| 2.48490665 | 23 | < 0.1% | |
| 2.63905733 | 12 | < 0.1% | |
| 2.564949357 | 10 | < 0.1% | |
| 3.135494216 | 6 | < 0.1% | |
| 2.833213344 | 5 | < 0.1% | |
| 2.944438979 | 5 | < 0.1% | |
| 3.044522438 | 4 | < 0.1% | |
| 2.995732274 | 4 | < 0.1% | |
| 2.708050201 | 3 | < 0.1% | |
| 2.772588722 | 3 | < 0.1% | |
| 3.091042453 | 2 | < 0.1% | |
| 3.258096538 | 2 | < 0.1% | |
| 3.761200116 | 1 | < 0.1% | |
| 3.850147602 | 1 | < 0.1% | |
| Other values (8) | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 90380 | 88.8% | |
| 0.6931471806 | 7677 | 7.5% | |
| 1.098612289 | 2042 | 2.0% | |
| 1.386294361 | 725 | 0.7% | |
| 1.609437912 | 374 | 0.4% | |
| 1.791759469 | 192 | 0.2% | |
| 1.945910149 | 94 | 0.1% | |
| 2.079441542 | 73 | 0.1% | |
| 2.197224577 | 50 | < 0.1% | |
| 2.302585093 | 33 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4.343805422 | 1 | < 0.1% | |
| 4.17438727 | 1 | < 0.1% | |
| 4.158883083 | 1 | < 0.1% | |
| 4.007333185 | 1 | < 0.1% | |
| 3.850147602 | 1 | < 0.1% | |
| 3.761200116 | 1 | < 0.1% | |
| 3.63758616 | 1 | < 0.1% | |
| 3.401197382 | 1 | < 0.1% | |
| 3.36729583 | 1 | < 0.1% | |
| 3.258096538 | 2 | < 0.1% |
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3263245056 |
|---|---|
| Minimum | 0 |
| Maximum | 3.091042453 |
| Zeros | 67627 |
| Zeros (%) | 66.5% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.6931471806 |
| 95-th percentile | 1.386294361 |
| Maximum | 3.091042453 |
| Range | 3.091042453 |
| Interquartile range (IQR) | 0.6931471806 |
Descriptive statistics
| Standard deviation | 0.5111057928 |
|---|---|
| Coefficient of variation (CV) | 1.56625011 |
| Kurtosis | 1.375074286 |
| Mean | 0.3263245056 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.441916818 |
| Sum | 33207.76066 |
| Variance | 0.2612291314 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 67627 | 66.5% | |
| 0.6931471806 | 19521 | 19.2% | |
| 1.098612289 | 7566 | 7.4% | |
| 1.386294361 | 3411 | 3.4% | |
| 1.609437912 | 1622 | 1.6% | |
| 1.791759469 | 812 | 0.8% | |
| 1.945910149 | 480 | 0.5% | |
| 2.079441542 | 268 | 0.3% | |
| 2.197224577 | 151 | 0.1% | |
| 2.302585093 | 111 | 0.1% | |
| 2.397895273 | 61 | 0.1% | |
| 2.48490665 | 49 | < 0.1% | |
| 2.564949357 | 34 | < 0.1% | |
| 2.63905733 | 20 | < 0.1% | |
| 2.708050201 | 10 | < 0.1% | |
| 2.772588722 | 9 | < 0.1% | |
| 2.833213344 | 6 | < 0.1% | |
| 2.995732274 | 2 | < 0.1% | |
| 2.890371758 | 1 | < 0.1% | |
| 2.944438979 | 1 | < 0.1% | |
| 3.091042453 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 67627 | 66.5% | |
| 0.6931471806 | 19521 | 19.2% | |
| 1.098612289 | 7566 | 7.4% | |
| 1.386294361 | 3411 | 3.4% | |
| 1.609437912 | 1622 | 1.6% | |
| 1.791759469 | 812 | 0.8% | |
| 1.945910149 | 480 | 0.5% | |
| 2.079441542 | 268 | 0.3% | |
| 2.197224577 | 151 | 0.1% | |
| 2.302585093 | 111 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.091042453 | 1 | < 0.1% | |
| 2.995732274 | 2 | < 0.1% | |
| 2.944438979 | 1 | < 0.1% | |
| 2.890371758 | 1 | < 0.1% | |
| 2.833213344 | 6 | < 0.1% | |
| 2.772588722 | 9 | < 0.1% | |
| 2.708050201 | 10 | < 0.1% | |
| 2.63905733 | 20 | < 0.1% | |
| 2.564949357 | 34 | < 0.1% | |
| 2.48490665 | 49 | < 0.1% |
number_diagnoses
Real number (ℝ≥0)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.422648703 |
|---|---|
| Minimum | 1 |
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 795.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.933577643 |
|---|---|
| Coefficient of variation (CV) | 0.2604969897 |
| Kurtosis | -0.07888290487 |
| Mean | 7.422648703 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.876799273 |
| Sum | 755351 |
| Variance | 3.738722502 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 9 | 49473 | 48.6% | |
| 5 | 11392 | 11.2% | |
| 8 | 10616 | 10.4% | |
| 7 | 10393 | 10.2% | |
| 6 | 10161 | 10.0% | |
| 4 | 5536 | 5.4% | |
| 3 | 2835 | 2.8% | |
| 2 | 1023 | 1.0% | |
| 1 | 219 | 0.2% | |
| 16 | 45 | < 0.1% | |
| 10 | 17 | < 0.1% | |
| 13 | 16 | < 0.1% | |
| 11 | 11 | < 0.1% | |
| 15 | 10 | < 0.1% | |
| 12 | 9 | < 0.1% | |
| 14 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 219 | 0.2% | |
| 2 | 1023 | 1.0% | |
| 3 | 2835 | 2.8% | |
| 4 | 5536 | 5.4% | |
| 5 | 11392 | 11.2% | |
| 6 | 10161 | 10.0% | |
| 7 | 10393 | 10.2% | |
| 8 | 10616 | 10.4% | |
| 9 | 49473 | 48.6% | |
| 10 | 17 | < 0.1% |
| Value | Count | Frequency (%) | |
| 16 | 45 | < 0.1% | |
| 15 | 10 | < 0.1% | |
| 14 | 7 | < 0.1% | |
| 13 | 16 | < 0.1% | |
| 12 | 9 | < 0.1% | |
| 11 | 11 | < 0.1% | |
| 10 | 17 | < 0.1% | |
| 9 | 49473 | 48.6% | |
| 8 | 10616 | 10.4% | |
| 7 | 10393 | 10.2% |
max_glu_serum
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| None | |
|---|---|
| Norm | 2597 |
| >200 | 1485 |
| >300 | 1264 |
| Value | Count | Frequency (%) | |
| None | 96417 | 94.7% | |
| Norm | 2597 | 2.6% | |
| >200 | 1485 | 1.5% | |
| >300 | 1264 | 1.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 99014 | 24.3% | |
| o | 99014 | 24.3% | |
| n | 96417 | 23.7% | |
| e | 96417 | 23.7% | |
| 0 | 5498 | 1.4% | |
| > | 2749 | 0.7% | |
| r | 2597 | 0.6% | |
| m | 2597 | 0.6% | |
| 2 | 1485 | 0.4% | |
| 3 | 1264 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 297042 | 73.0% | |
| Uppercase Letter | 99014 | 24.3% | |
| Decimal Number | 8247 | 2.0% | |
| Math Symbol | 2749 | 0.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 99014 | 100.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 99014 | 33.3% | |
| n | 96417 | 32.5% | |
| e | 96417 | 32.5% | |
| r | 2597 | 0.9% | |
| m | 2597 | 0.9% |
Most frequent Math Symbol characters
| Value | Count | Frequency (%) | |
| > | 2749 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 5498 | 66.7% | |
| 2 | 1485 | 18.0% | |
| 3 | 1264 | 15.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 396056 | 97.3% | |
| Common | 10996 | 2.7% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 99014 | 25.0% | |
| o | 99014 | 25.0% | |
| n | 96417 | 24.3% | |
| e | 96417 | 24.3% | |
| r | 2597 | 0.7% | |
| m | 2597 | 0.7% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 5498 | 50.0% | |
| > | 2749 | 25.0% | |
| 2 | 1485 | 13.5% | |
| 3 | 1264 | 11.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 407052 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 99014 | 24.3% | |
| o | 99014 | 24.3% | |
| n | 96417 | 23.7% | |
| e | 96417 | 23.7% | |
| 0 | 5498 | 1.4% | |
| > | 2749 | 0.7% | |
| r | 2597 | 0.6% | |
| m | 2597 | 0.6% | |
| 2 | 1485 | 0.4% | |
| 3 | 1264 | 0.3% |
A1Cresult
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| None | |
|---|---|
| >8 | 8216 |
| Norm | 4990 |
| >7 | 3812 |
| Value | Count | Frequency (%) | |
| None | 84745 | 83.3% | |
| >8 | 8216 | 8.1% | |
| Norm | 4990 | 4.9% | |
| >7 | 3812 | 3.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.763607598 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 89735 | 23.4% | |
| o | 89735 | 23.4% | |
| n | 84745 | 22.1% | |
| e | 84745 | 22.1% | |
| > | 12028 | 3.1% | |
| 8 | 8216 | 2.1% | |
| r | 4990 | 1.3% | |
| m | 4990 | 1.3% | |
| 7 | 3812 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 269205 | 70.3% | |
| Uppercase Letter | 89735 | 23.4% | |
| Math Symbol | 12028 | 3.1% | |
| Decimal Number | 12028 | 3.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 89735 | 100.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 89735 | 33.3% | |
| n | 84745 | 31.5% | |
| e | 84745 | 31.5% | |
| r | 4990 | 1.9% | |
| m | 4990 | 1.9% |
Most frequent Math Symbol characters
| Value | Count | Frequency (%) | |
| > | 12028 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 8 | 8216 | 68.3% | |
| 7 | 3812 | 31.7% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 358940 | 93.7% | |
| Common | 24056 | 6.3% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 89735 | 25.0% | |
| o | 89735 | 25.0% | |
| n | 84745 | 23.6% | |
| e | 84745 | 23.6% | |
| r | 4990 | 1.4% | |
| m | 4990 | 1.4% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| > | 12028 | 50.0% | |
| 8 | 8216 | 34.2% | |
| 7 | 3812 | 15.8% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 382996 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 89735 | 23.4% | |
| o | 89735 | 23.4% | |
| n | 84745 | 22.1% | |
| e | 84745 | 22.1% | |
| > | 12028 | 3.1% | |
| 8 | 8216 | 2.1% | |
| r | 4990 | 1.3% | |
| m | 4990 | 1.3% | |
| 7 | 3812 | 1.0% |
metformin
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | |
| Up | 1067 |
| Down | 575 |
| Value | Count | Frequency (%) | |
| No | 81776 | 80.4% | |
| Steady | 18345 | 18.0% | |
| Up | 1067 | 1.0% | |
| Down | 575 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.732388 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 82351 | 29.6% | |
| N | 81776 | 29.4% | |
| S | 18345 | 6.6% | |
| t | 18345 | 6.6% | |
| e | 18345 | 6.6% | |
| a | 18345 | 6.6% | |
| d | 18345 | 6.6% | |
| y | 18345 | 6.6% | |
| U | 1067 | 0.4% | |
| p | 1067 | 0.4% | |
| D | 575 | 0.2% | |
| w | 575 | 0.2% | |
| n | 575 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 176293 | 63.4% | |
| Uppercase Letter | 101763 | 36.6% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 81776 | 80.4% | |
| S | 18345 | 18.0% | |
| U | 1067 | 1.0% | |
| D | 575 | 0.6% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 82351 | 46.7% | |
| t | 18345 | 10.4% | |
| e | 18345 | 10.4% | |
| a | 18345 | 10.4% | |
| d | 18345 | 10.4% | |
| y | 18345 | 10.4% | |
| p | 1067 | 0.6% | |
| w | 575 | 0.3% | |
| n | 575 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 278056 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 82351 | 29.6% | |
| N | 81776 | 29.4% | |
| S | 18345 | 6.6% | |
| t | 18345 | 6.6% | |
| e | 18345 | 6.6% | |
| a | 18345 | 6.6% | |
| d | 18345 | 6.6% | |
| y | 18345 | 6.6% | |
| U | 1067 | 0.4% | |
| p | 1067 | 0.4% | |
| D | 575 | 0.2% | |
| w | 575 | 0.2% | |
| n | 575 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 278056 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 82351 | 29.6% | |
| N | 81776 | 29.4% | |
| S | 18345 | 6.6% | |
| t | 18345 | 6.6% | |
| e | 18345 | 6.6% | |
| a | 18345 | 6.6% | |
| d | 18345 | 6.6% | |
| y | 18345 | 6.6% | |
| U | 1067 | 0.4% | |
| p | 1067 | 0.4% | |
| D | 575 | 0.2% | |
| w | 575 | 0.2% | |
| n | 575 | 0.2% |
repaglinide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 1384 |
| Up | 110 |
| Down | 45 |
| Value | Count | Frequency (%) | |
| No | 100224 | 98.5% | |
| Steady | 1384 | 1.4% | |
| Up | 110 | 0.1% | |
| Down | 45 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.05528532 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 100269 | 47.9% | |
| N | 100224 | 47.9% | |
| S | 1384 | 0.7% | |
| t | 1384 | 0.7% | |
| e | 1384 | 0.7% | |
| a | 1384 | 0.7% | |
| d | 1384 | 0.7% | |
| y | 1384 | 0.7% | |
| U | 110 | 0.1% | |
| p | 110 | 0.1% | |
| D | 45 | < 0.1% | |
| w | 45 | < 0.1% | |
| n | 45 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 107389 | 51.3% | |
| Uppercase Letter | 101763 | 48.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 100224 | 98.5% | |
| S | 1384 | 1.4% | |
| U | 110 | 0.1% | |
| D | 45 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 100269 | 93.4% | |
| t | 1384 | 1.3% | |
| e | 1384 | 1.3% | |
| a | 1384 | 1.3% | |
| d | 1384 | 1.3% | |
| y | 1384 | 1.3% | |
| p | 110 | 0.1% | |
| w | 45 | < 0.1% | |
| n | 45 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 209152 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 100269 | 47.9% | |
| N | 100224 | 47.9% | |
| S | 1384 | 0.7% | |
| t | 1384 | 0.7% | |
| e | 1384 | 0.7% | |
| a | 1384 | 0.7% | |
| d | 1384 | 0.7% | |
| y | 1384 | 0.7% | |
| U | 110 | 0.1% | |
| p | 110 | 0.1% | |
| D | 45 | < 0.1% | |
| w | 45 | < 0.1% | |
| n | 45 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 209152 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 100269 | 47.9% | |
| N | 100224 | 47.9% | |
| S | 1384 | 0.7% | |
| t | 1384 | 0.7% | |
| e | 1384 | 0.7% | |
| a | 1384 | 0.7% | |
| d | 1384 | 0.7% | |
| y | 1384 | 0.7% | |
| U | 110 | 0.1% | |
| p | 110 | 0.1% | |
| D | 45 | < 0.1% | |
| w | 45 | < 0.1% | |
| n | 45 | < 0.1% |
nateglinide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 668 |
| Up | 24 |
| Down | 11 |
| Value | Count | Frequency (%) | |
| No | 101060 | 99.3% | |
| Steady | 668 | 0.7% | |
| Up | 24 | < 0.1% | |
| Down | 11 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.026473276 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 101071 | 49.0% | |
| N | 101060 | 49.0% | |
| S | 668 | 0.3% | |
| t | 668 | 0.3% | |
| e | 668 | 0.3% | |
| a | 668 | 0.3% | |
| d | 668 | 0.3% | |
| y | 668 | 0.3% | |
| U | 24 | < 0.1% | |
| p | 24 | < 0.1% | |
| D | 11 | < 0.1% | |
| w | 11 | < 0.1% | |
| n | 11 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 104457 | 50.7% | |
| Uppercase Letter | 101763 | 49.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101060 | 99.3% | |
| S | 668 | 0.7% | |
| U | 24 | < 0.1% | |
| D | 11 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101071 | 96.8% | |
| t | 668 | 0.6% | |
| e | 668 | 0.6% | |
| a | 668 | 0.6% | |
| d | 668 | 0.6% | |
| y | 668 | 0.6% | |
| p | 24 | < 0.1% | |
| w | 11 | < 0.1% | |
| n | 11 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 206220 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 101071 | 49.0% | |
| N | 101060 | 49.0% | |
| S | 668 | 0.3% | |
| t | 668 | 0.3% | |
| e | 668 | 0.3% | |
| a | 668 | 0.3% | |
| d | 668 | 0.3% | |
| y | 668 | 0.3% | |
| U | 24 | < 0.1% | |
| p | 24 | < 0.1% | |
| D | 11 | < 0.1% | |
| w | 11 | < 0.1% | |
| n | 11 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 206220 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 101071 | 49.0% | |
| N | 101060 | 49.0% | |
| S | 668 | 0.3% | |
| t | 668 | 0.3% | |
| e | 668 | 0.3% | |
| a | 668 | 0.3% | |
| d | 668 | 0.3% | |
| y | 668 | 0.3% | |
| U | 24 | < 0.1% | |
| p | 24 | < 0.1% | |
| D | 11 | < 0.1% | |
| w | 11 | < 0.1% | |
| n | 11 | < 0.1% |
chlorpropamide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 79 |
| Up | 6 |
| Down | 1 |
| Value | Count | Frequency (%) | |
| No | 101677 | 99.9% | |
| Steady | 79 | 0.1% | |
| Up | 6 | < 0.1% | |
| Down | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.003124908 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 101678 | 49.9% | |
| N | 101677 | 49.9% | |
| S | 79 | < 0.1% | |
| t | 79 | < 0.1% | |
| e | 79 | < 0.1% | |
| a | 79 | < 0.1% | |
| d | 79 | < 0.1% | |
| y | 79 | < 0.1% | |
| U | 6 | < 0.1% | |
| p | 6 | < 0.1% | |
| D | 1 | < 0.1% | |
| w | 1 | < 0.1% | |
| n | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 102081 | 50.1% | |
| Uppercase Letter | 101763 | 49.9% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101677 | 99.9% | |
| S | 79 | 0.1% | |
| U | 6 | < 0.1% | |
| D | 1 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101678 | 99.6% | |
| t | 79 | 0.1% | |
| e | 79 | 0.1% | |
| a | 79 | 0.1% | |
| d | 79 | 0.1% | |
| y | 79 | 0.1% | |
| p | 6 | < 0.1% | |
| w | 1 | < 0.1% | |
| n | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203844 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 101678 | 49.9% | |
| N | 101677 | 49.9% | |
| S | 79 | < 0.1% | |
| t | 79 | < 0.1% | |
| e | 79 | < 0.1% | |
| a | 79 | < 0.1% | |
| d | 79 | < 0.1% | |
| y | 79 | < 0.1% | |
| U | 6 | < 0.1% | |
| p | 6 | < 0.1% | |
| D | 1 | < 0.1% | |
| w | 1 | < 0.1% | |
| n | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203844 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 101678 | 49.9% | |
| N | 101677 | 49.9% | |
| S | 79 | < 0.1% | |
| t | 79 | < 0.1% | |
| e | 79 | < 0.1% | |
| a | 79 | < 0.1% | |
| d | 79 | < 0.1% | |
| y | 79 | < 0.1% | |
| U | 6 | < 0.1% | |
| p | 6 | < 0.1% | |
| D | 1 | < 0.1% | |
| w | 1 | < 0.1% | |
| n | 1 | < 0.1% |
glimepiride
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 4670 |
| Up | 327 |
| Down | 194 |
| Value | Count | Frequency (%) | |
| No | 96572 | 94.9% | |
| Steady | 4670 | 4.6% | |
| Up | 327 | 0.3% | |
| Down | 194 | 0.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.187376551 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 96766 | 43.5% | |
| N | 96572 | 43.4% | |
| S | 4670 | 2.1% | |
| t | 4670 | 2.1% | |
| e | 4670 | 2.1% | |
| a | 4670 | 2.1% | |
| d | 4670 | 2.1% | |
| y | 4670 | 2.1% | |
| U | 327 | 0.1% | |
| p | 327 | 0.1% | |
| D | 194 | 0.1% | |
| w | 194 | 0.1% | |
| n | 194 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 120831 | 54.3% | |
| Uppercase Letter | 101763 | 45.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 96572 | 94.9% | |
| S | 4670 | 4.6% | |
| U | 327 | 0.3% | |
| D | 194 | 0.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 96766 | 80.1% | |
| t | 4670 | 3.9% | |
| e | 4670 | 3.9% | |
| a | 4670 | 3.9% | |
| d | 4670 | 3.9% | |
| y | 4670 | 3.9% | |
| p | 327 | 0.3% | |
| w | 194 | 0.2% | |
| n | 194 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 222594 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 96766 | 43.5% | |
| N | 96572 | 43.4% | |
| S | 4670 | 2.1% | |
| t | 4670 | 2.1% | |
| e | 4670 | 2.1% | |
| a | 4670 | 2.1% | |
| d | 4670 | 2.1% | |
| y | 4670 | 2.1% | |
| U | 327 | 0.1% | |
| p | 327 | 0.1% | |
| D | 194 | 0.1% | |
| w | 194 | 0.1% | |
| n | 194 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 222594 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 96766 | 43.5% | |
| N | 96572 | 43.4% | |
| S | 4670 | 2.1% | |
| t | 4670 | 2.1% | |
| e | 4670 | 2.1% | |
| a | 4670 | 2.1% | |
| d | 4670 | 2.1% | |
| y | 4670 | 2.1% | |
| U | 327 | 0.1% | |
| p | 327 | 0.1% | |
| D | 194 | 0.1% | |
| w | 194 | 0.1% | |
| n | 194 | 0.1% |
acetohexamide
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 1 |
| Value | Count | Frequency (%) | |
| No | 101762 | > 99.9% | |
| Steady | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000039307 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 101762 | 50.0% | |
| o | 101762 | 50.0% | |
| S | 1 | < 0.1% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 101767 | 50.0% | |
| Uppercase Letter | 101763 | 50.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101762 | > 99.9% | |
| S | 1 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101762 | > 99.9% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203530 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 101762 | 50.0% | |
| o | 101762 | 50.0% | |
| S | 1 | < 0.1% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203530 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 101762 | 50.0% | |
| o | 101762 | 50.0% | |
| S | 1 | < 0.1% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
glipizide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | |
| Up | 770 |
| Down | 560 |
| Value | Count | Frequency (%) | |
| No | 89078 | 87.5% | |
| Steady | 11355 | 11.2% | |
| Up | 770 | 0.8% | |
| Down | 560 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.457337146 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 89638 | 35.8% | |
| N | 89078 | 35.6% | |
| S | 11355 | 4.5% | |
| t | 11355 | 4.5% | |
| e | 11355 | 4.5% | |
| a | 11355 | 4.5% | |
| d | 11355 | 4.5% | |
| y | 11355 | 4.5% | |
| U | 770 | 0.3% | |
| p | 770 | 0.3% | |
| D | 560 | 0.2% | |
| w | 560 | 0.2% | |
| n | 560 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 148303 | 59.3% | |
| Uppercase Letter | 101763 | 40.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 89078 | 87.5% | |
| S | 11355 | 11.2% | |
| U | 770 | 0.8% | |
| D | 560 | 0.6% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 89638 | 60.4% | |
| t | 11355 | 7.7% | |
| e | 11355 | 7.7% | |
| a | 11355 | 7.7% | |
| d | 11355 | 7.7% | |
| y | 11355 | 7.7% | |
| p | 770 | 0.5% | |
| w | 560 | 0.4% | |
| n | 560 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 250066 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 89638 | 35.8% | |
| N | 89078 | 35.6% | |
| S | 11355 | 4.5% | |
| t | 11355 | 4.5% | |
| e | 11355 | 4.5% | |
| a | 11355 | 4.5% | |
| d | 11355 | 4.5% | |
| y | 11355 | 4.5% | |
| U | 770 | 0.3% | |
| p | 770 | 0.3% | |
| D | 560 | 0.2% | |
| w | 560 | 0.2% | |
| n | 560 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 250066 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 89638 | 35.8% | |
| N | 89078 | 35.6% | |
| S | 11355 | 4.5% | |
| t | 11355 | 4.5% | |
| e | 11355 | 4.5% | |
| a | 11355 | 4.5% | |
| d | 11355 | 4.5% | |
| y | 11355 | 4.5% | |
| U | 770 | 0.3% | |
| p | 770 | 0.3% | |
| D | 560 | 0.2% | |
| w | 560 | 0.2% | |
| n | 560 | 0.2% |
glyburide
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | |
| Up | 812 |
| Down | 564 |
| Value | Count | Frequency (%) | |
| No | 91113 | 89.5% | |
| Steady | 9274 | 9.1% | |
| Up | 812 | 0.8% | |
| Down | 564 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.375617857 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 91677 | 37.9% | |
| N | 91113 | 37.7% | |
| S | 9274 | 3.8% | |
| t | 9274 | 3.8% | |
| e | 9274 | 3.8% | |
| a | 9274 | 3.8% | |
| d | 9274 | 3.8% | |
| y | 9274 | 3.8% | |
| U | 812 | 0.3% | |
| p | 812 | 0.3% | |
| D | 564 | 0.2% | |
| w | 564 | 0.2% | |
| n | 564 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 139987 | 57.9% | |
| Uppercase Letter | 101763 | 42.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 91113 | 89.5% | |
| S | 9274 | 9.1% | |
| U | 812 | 0.8% | |
| D | 564 | 0.6% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 91677 | 65.5% | |
| t | 9274 | 6.6% | |
| e | 9274 | 6.6% | |
| a | 9274 | 6.6% | |
| d | 9274 | 6.6% | |
| y | 9274 | 6.6% | |
| p | 812 | 0.6% | |
| w | 564 | 0.4% | |
| n | 564 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 241750 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 91677 | 37.9% | |
| N | 91113 | 37.7% | |
| S | 9274 | 3.8% | |
| t | 9274 | 3.8% | |
| e | 9274 | 3.8% | |
| a | 9274 | 3.8% | |
| d | 9274 | 3.8% | |
| y | 9274 | 3.8% | |
| U | 812 | 0.3% | |
| p | 812 | 0.3% | |
| D | 564 | 0.2% | |
| w | 564 | 0.2% | |
| n | 564 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 241750 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 91677 | 37.9% | |
| N | 91113 | 37.7% | |
| S | 9274 | 3.8% | |
| t | 9274 | 3.8% | |
| e | 9274 | 3.8% | |
| a | 9274 | 3.8% | |
| d | 9274 | 3.8% | |
| y | 9274 | 3.8% | |
| U | 812 | 0.3% | |
| p | 812 | 0.3% | |
| D | 564 | 0.2% | |
| w | 564 | 0.2% | |
| n | 564 | 0.2% |
tolbutamide
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 23 |
| Value | Count | Frequency (%) | |
| No | 101740 | > 99.9% | |
| Steady | 23 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000904061 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 101740 | 50.0% | |
| o | 101740 | 50.0% | |
| S | 23 | < 0.1% | |
| t | 23 | < 0.1% | |
| e | 23 | < 0.1% | |
| a | 23 | < 0.1% | |
| d | 23 | < 0.1% | |
| y | 23 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 101855 | 50.0% | |
| Uppercase Letter | 101763 | 50.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101740 | > 99.9% | |
| S | 23 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101740 | 99.9% | |
| t | 23 | < 0.1% | |
| e | 23 | < 0.1% | |
| a | 23 | < 0.1% | |
| d | 23 | < 0.1% | |
| y | 23 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203618 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 101740 | 50.0% | |
| o | 101740 | 50.0% | |
| S | 23 | < 0.1% | |
| t | 23 | < 0.1% | |
| e | 23 | < 0.1% | |
| a | 23 | < 0.1% | |
| d | 23 | < 0.1% | |
| y | 23 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203618 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 101740 | 50.0% | |
| o | 101740 | 50.0% | |
| S | 23 | < 0.1% | |
| t | 23 | < 0.1% | |
| e | 23 | < 0.1% | |
| a | 23 | < 0.1% | |
| d | 23 | < 0.1% | |
| y | 23 | < 0.1% |
pioglitazone
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 6975 |
| Up | 234 |
| Down | 118 |
| Value | Count | Frequency (%) | |
| No | 94436 | 92.8% | |
| Steady | 6975 | 6.9% | |
| Up | 234 | 0.2% | |
| Down | 118 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.27648556 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 94554 | 40.8% | |
| N | 94436 | 40.8% | |
| S | 6975 | 3.0% | |
| t | 6975 | 3.0% | |
| e | 6975 | 3.0% | |
| a | 6975 | 3.0% | |
| d | 6975 | 3.0% | |
| y | 6975 | 3.0% | |
| U | 234 | 0.1% | |
| p | 234 | 0.1% | |
| D | 118 | 0.1% | |
| w | 118 | 0.1% | |
| n | 118 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 129899 | 56.1% | |
| Uppercase Letter | 101763 | 43.9% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 94436 | 92.8% | |
| S | 6975 | 6.9% | |
| U | 234 | 0.2% | |
| D | 118 | 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 94554 | 72.8% | |
| t | 6975 | 5.4% | |
| e | 6975 | 5.4% | |
| a | 6975 | 5.4% | |
| d | 6975 | 5.4% | |
| y | 6975 | 5.4% | |
| p | 234 | 0.2% | |
| w | 118 | 0.1% | |
| n | 118 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 231662 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 94554 | 40.8% | |
| N | 94436 | 40.8% | |
| S | 6975 | 3.0% | |
| t | 6975 | 3.0% | |
| e | 6975 | 3.0% | |
| a | 6975 | 3.0% | |
| d | 6975 | 3.0% | |
| y | 6975 | 3.0% | |
| U | 234 | 0.1% | |
| p | 234 | 0.1% | |
| D | 118 | 0.1% | |
| w | 118 | 0.1% | |
| n | 118 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 231662 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 94554 | 40.8% | |
| N | 94436 | 40.8% | |
| S | 6975 | 3.0% | |
| t | 6975 | 3.0% | |
| e | 6975 | 3.0% | |
| a | 6975 | 3.0% | |
| d | 6975 | 3.0% | |
| y | 6975 | 3.0% | |
| U | 234 | 0.1% | |
| p | 234 | 0.1% | |
| D | 118 | 0.1% | |
| w | 118 | 0.1% | |
| n | 118 | 0.1% |
rosiglitazone
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 6099 |
| Up | 178 |
| Down | 87 |
| Value | Count | Frequency (%) | |
| No | 95399 | 93.7% | |
| Steady | 6099 | 6.0% | |
| Up | 178 | 0.2% | |
| Down | 87 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.241443354 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 95486 | 41.9% | |
| N | 95399 | 41.8% | |
| S | 6099 | 2.7% | |
| t | 6099 | 2.7% | |
| e | 6099 | 2.7% | |
| a | 6099 | 2.7% | |
| d | 6099 | 2.7% | |
| y | 6099 | 2.7% | |
| U | 178 | 0.1% | |
| p | 178 | 0.1% | |
| D | 87 | < 0.1% | |
| w | 87 | < 0.1% | |
| n | 87 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 126333 | 55.4% | |
| Uppercase Letter | 101763 | 44.6% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 95399 | 93.7% | |
| S | 6099 | 6.0% | |
| U | 178 | 0.2% | |
| D | 87 | 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 95486 | 75.6% | |
| t | 6099 | 4.8% | |
| e | 6099 | 4.8% | |
| a | 6099 | 4.8% | |
| d | 6099 | 4.8% | |
| y | 6099 | 4.8% | |
| p | 178 | 0.1% | |
| w | 87 | 0.1% | |
| n | 87 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 228096 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 95486 | 41.9% | |
| N | 95399 | 41.8% | |
| S | 6099 | 2.7% | |
| t | 6099 | 2.7% | |
| e | 6099 | 2.7% | |
| a | 6099 | 2.7% | |
| d | 6099 | 2.7% | |
| y | 6099 | 2.7% | |
| U | 178 | 0.1% | |
| p | 178 | 0.1% | |
| D | 87 | < 0.1% | |
| w | 87 | < 0.1% | |
| n | 87 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 228096 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 95486 | 41.9% | |
| N | 95399 | 41.8% | |
| S | 6099 | 2.7% | |
| t | 6099 | 2.7% | |
| e | 6099 | 2.7% | |
| a | 6099 | 2.7% | |
| d | 6099 | 2.7% | |
| y | 6099 | 2.7% | |
| U | 178 | 0.1% | |
| p | 178 | 0.1% | |
| D | 87 | < 0.1% | |
| w | 87 | < 0.1% | |
| n | 87 | < 0.1% |
acarbose
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 295 |
| Up | 10 |
| Down | 3 |
| Value | Count | Frequency (%) | |
| No | 101455 | 99.7% | |
| Steady | 295 | 0.3% | |
| Up | 10 | < 0.1% | |
| Down | 3 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.011654531 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 101458 | 49.6% | |
| N | 101455 | 49.6% | |
| S | 295 | 0.1% | |
| t | 295 | 0.1% | |
| e | 295 | 0.1% | |
| a | 295 | 0.1% | |
| d | 295 | 0.1% | |
| y | 295 | 0.1% | |
| U | 10 | < 0.1% | |
| p | 10 | < 0.1% | |
| D | 3 | < 0.1% | |
| w | 3 | < 0.1% | |
| n | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 102949 | 50.3% | |
| Uppercase Letter | 101763 | 49.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101455 | 99.7% | |
| S | 295 | 0.3% | |
| U | 10 | < 0.1% | |
| D | 3 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101458 | 98.6% | |
| t | 295 | 0.3% | |
| e | 295 | 0.3% | |
| a | 295 | 0.3% | |
| d | 295 | 0.3% | |
| y | 295 | 0.3% | |
| p | 10 | < 0.1% | |
| w | 3 | < 0.1% | |
| n | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 204712 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 101458 | 49.6% | |
| N | 101455 | 49.6% | |
| S | 295 | 0.1% | |
| t | 295 | 0.1% | |
| e | 295 | 0.1% | |
| a | 295 | 0.1% | |
| d | 295 | 0.1% | |
| y | 295 | 0.1% | |
| U | 10 | < 0.1% | |
| p | 10 | < 0.1% | |
| D | 3 | < 0.1% | |
| w | 3 | < 0.1% | |
| n | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 204712 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 101458 | 49.6% | |
| N | 101455 | 49.6% | |
| S | 295 | 0.1% | |
| t | 295 | 0.1% | |
| e | 295 | 0.1% | |
| a | 295 | 0.1% | |
| d | 295 | 0.1% | |
| y | 295 | 0.1% | |
| U | 10 | < 0.1% | |
| p | 10 | < 0.1% | |
| D | 3 | < 0.1% | |
| w | 3 | < 0.1% | |
| n | 3 | < 0.1% |
miglitol
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 31 |
| Down | 5 |
| Up | 2 |
| Value | Count | Frequency (%) | |
| No | 101725 | > 99.9% | |
| Steady | 31 | < 0.1% | |
| Down | 5 | < 0.1% | |
| Up | 2 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.001316785 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 101730 | 50.0% | |
| N | 101725 | 49.9% | |
| S | 31 | < 0.1% | |
| t | 31 | < 0.1% | |
| e | 31 | < 0.1% | |
| a | 31 | < 0.1% | |
| d | 31 | < 0.1% | |
| y | 31 | < 0.1% | |
| D | 5 | < 0.1% | |
| w | 5 | < 0.1% | |
| n | 5 | < 0.1% | |
| U | 2 | < 0.1% | |
| p | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 101897 | 50.0% | |
| Uppercase Letter | 101763 | 50.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101725 | > 99.9% | |
| S | 31 | < 0.1% | |
| D | 5 | < 0.1% | |
| U | 2 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101730 | 99.8% | |
| t | 31 | < 0.1% | |
| e | 31 | < 0.1% | |
| a | 31 | < 0.1% | |
| d | 31 | < 0.1% | |
| y | 31 | < 0.1% | |
| w | 5 | < 0.1% | |
| n | 5 | < 0.1% | |
| p | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203660 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 101730 | 50.0% | |
| N | 101725 | 49.9% | |
| S | 31 | < 0.1% | |
| t | 31 | < 0.1% | |
| e | 31 | < 0.1% | |
| a | 31 | < 0.1% | |
| d | 31 | < 0.1% | |
| y | 31 | < 0.1% | |
| D | 5 | < 0.1% | |
| w | 5 | < 0.1% | |
| n | 5 | < 0.1% | |
| U | 2 | < 0.1% | |
| p | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203660 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 101730 | 50.0% | |
| N | 101725 | 49.9% | |
| S | 31 | < 0.1% | |
| t | 31 | < 0.1% | |
| e | 31 | < 0.1% | |
| a | 31 | < 0.1% | |
| d | 31 | < 0.1% | |
| y | 31 | < 0.1% | |
| D | 5 | < 0.1% | |
| w | 5 | < 0.1% | |
| n | 5 | < 0.1% | |
| U | 2 | < 0.1% | |
| p | 2 | < 0.1% |
troglitazone
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 3 |
| Value | Count | Frequency (%) | |
| No | 101760 | > 99.9% | |
| Steady | 3 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000117921 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 101760 | 50.0% | |
| o | 101760 | 50.0% | |
| S | 3 | < 0.1% | |
| t | 3 | < 0.1% | |
| e | 3 | < 0.1% | |
| a | 3 | < 0.1% | |
| d | 3 | < 0.1% | |
| y | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 101775 | 50.0% | |
| Uppercase Letter | 101763 | 50.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101760 | > 99.9% | |
| S | 3 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101760 | > 99.9% | |
| t | 3 | < 0.1% | |
| e | 3 | < 0.1% | |
| a | 3 | < 0.1% | |
| d | 3 | < 0.1% | |
| y | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203538 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 101760 | 50.0% | |
| o | 101760 | 50.0% | |
| S | 3 | < 0.1% | |
| t | 3 | < 0.1% | |
| e | 3 | < 0.1% | |
| a | 3 | < 0.1% | |
| d | 3 | < 0.1% | |
| y | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203538 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 101760 | 50.0% | |
| o | 101760 | 50.0% | |
| S | 3 | < 0.1% | |
| t | 3 | < 0.1% | |
| e | 3 | < 0.1% | |
| a | 3 | < 0.1% | |
| d | 3 | < 0.1% | |
| y | 3 | < 0.1% |
tolazamide
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 38 |
| Up | 1 |
| Value | Count | Frequency (%) | |
| No | 101724 | > 99.9% | |
| Steady | 38 | < 0.1% | |
| Up | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.001493667 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 101724 | 49.9% | |
| o | 101724 | 49.9% | |
| S | 38 | < 0.1% | |
| t | 38 | < 0.1% | |
| e | 38 | < 0.1% | |
| a | 38 | < 0.1% | |
| d | 38 | < 0.1% | |
| y | 38 | < 0.1% | |
| U | 1 | < 0.1% | |
| p | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 101915 | 50.0% | |
| Uppercase Letter | 101763 | 50.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101724 | > 99.9% | |
| S | 38 | < 0.1% | |
| U | 1 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101724 | 99.8% | |
| t | 38 | < 0.1% | |
| e | 38 | < 0.1% | |
| a | 38 | < 0.1% | |
| d | 38 | < 0.1% | |
| y | 38 | < 0.1% | |
| p | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203678 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 101724 | 49.9% | |
| o | 101724 | 49.9% | |
| S | 38 | < 0.1% | |
| t | 38 | < 0.1% | |
| e | 38 | < 0.1% | |
| a | 38 | < 0.1% | |
| d | 38 | < 0.1% | |
| y | 38 | < 0.1% | |
| U | 1 | < 0.1% | |
| p | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203678 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 101724 | 49.9% | |
| o | 101724 | 49.9% | |
| S | 38 | < 0.1% | |
| t | 38 | < 0.1% | |
| e | 38 | < 0.1% | |
| a | 38 | < 0.1% | |
| d | 38 | < 0.1% | |
| y | 38 | < 0.1% | |
| U | 1 | < 0.1% | |
| p | 1 | < 0.1% |
insulin
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | |
| Down | |
| Up |
| Value | Count | Frequency (%) | |
| No | 47380 | 46.6% | |
| Steady | 30849 | 30.3% | |
| Down | 12218 | 12.0% | |
| Up | 11316 | 11.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.452708745 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 59598 | 17.0% | |
| N | 47380 | 13.5% | |
| S | 30849 | 8.8% | |
| t | 30849 | 8.8% | |
| e | 30849 | 8.8% | |
| a | 30849 | 8.8% | |
| d | 30849 | 8.8% | |
| y | 30849 | 8.8% | |
| D | 12218 | 3.5% | |
| w | 12218 | 3.5% | |
| n | 12218 | 3.5% | |
| U | 11316 | 3.2% | |
| p | 11316 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 249595 | 71.0% | |
| Uppercase Letter | 101763 | 29.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 47380 | 46.6% | |
| S | 30849 | 30.3% | |
| D | 12218 | 12.0% | |
| U | 11316 | 11.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 59598 | 23.9% | |
| t | 30849 | 12.4% | |
| e | 30849 | 12.4% | |
| a | 30849 | 12.4% | |
| d | 30849 | 12.4% | |
| y | 30849 | 12.4% | |
| w | 12218 | 4.9% | |
| n | 12218 | 4.9% | |
| p | 11316 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 351358 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 59598 | 17.0% | |
| N | 47380 | 13.5% | |
| S | 30849 | 8.8% | |
| t | 30849 | 8.8% | |
| e | 30849 | 8.8% | |
| a | 30849 | 8.8% | |
| d | 30849 | 8.8% | |
| y | 30849 | 8.8% | |
| D | 12218 | 3.5% | |
| w | 12218 | 3.5% | |
| n | 12218 | 3.5% | |
| U | 11316 | 3.2% | |
| p | 11316 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 351358 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 59598 | 17.0% | |
| N | 47380 | 13.5% | |
| S | 30849 | 8.8% | |
| t | 30849 | 8.8% | |
| e | 30849 | 8.8% | |
| a | 30849 | 8.8% | |
| d | 30849 | 8.8% | |
| y | 30849 | 8.8% | |
| D | 12218 | 3.5% | |
| w | 12218 | 3.5% | |
| n | 12218 | 3.5% | |
| U | 11316 | 3.2% | |
| p | 11316 | 3.2% |
glyburide-metformin
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 692 |
| Up | 8 |
| Down | 6 |
| Value | Count | Frequency (%) | |
| No | 101057 | 99.3% | |
| Steady | 692 | 0.7% | |
| Up | 8 | < 0.1% | |
| Down | 6 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.027318377 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 101063 | 49.0% | |
| N | 101057 | 49.0% | |
| S | 692 | 0.3% | |
| t | 692 | 0.3% | |
| e | 692 | 0.3% | |
| a | 692 | 0.3% | |
| d | 692 | 0.3% | |
| y | 692 | 0.3% | |
| U | 8 | < 0.1% | |
| p | 8 | < 0.1% | |
| D | 6 | < 0.1% | |
| w | 6 | < 0.1% | |
| n | 6 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 104543 | 50.7% | |
| Uppercase Letter | 101763 | 49.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101057 | 99.3% | |
| S | 692 | 0.7% | |
| U | 8 | < 0.1% | |
| D | 6 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101063 | 96.7% | |
| t | 692 | 0.7% | |
| e | 692 | 0.7% | |
| a | 692 | 0.7% | |
| d | 692 | 0.7% | |
| y | 692 | 0.7% | |
| p | 8 | < 0.1% | |
| w | 6 | < 0.1% | |
| n | 6 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 206306 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 101063 | 49.0% | |
| N | 101057 | 49.0% | |
| S | 692 | 0.3% | |
| t | 692 | 0.3% | |
| e | 692 | 0.3% | |
| a | 692 | 0.3% | |
| d | 692 | 0.3% | |
| y | 692 | 0.3% | |
| U | 8 | < 0.1% | |
| p | 8 | < 0.1% | |
| D | 6 | < 0.1% | |
| w | 6 | < 0.1% | |
| n | 6 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 206306 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 101063 | 49.0% | |
| N | 101057 | 49.0% | |
| S | 692 | 0.3% | |
| t | 692 | 0.3% | |
| e | 692 | 0.3% | |
| a | 692 | 0.3% | |
| d | 692 | 0.3% | |
| y | 692 | 0.3% | |
| U | 8 | < 0.1% | |
| p | 8 | < 0.1% | |
| D | 6 | < 0.1% | |
| w | 6 | < 0.1% | |
| n | 6 | < 0.1% |
glipizide-metformin
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 13 |
| Value | Count | Frequency (%) | |
| No | 101750 | > 99.9% | |
| Steady | 13 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000510991 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 101750 | 50.0% | |
| o | 101750 | 50.0% | |
| S | 13 | < 0.1% | |
| t | 13 | < 0.1% | |
| e | 13 | < 0.1% | |
| a | 13 | < 0.1% | |
| d | 13 | < 0.1% | |
| y | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 101815 | 50.0% | |
| Uppercase Letter | 101763 | 50.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101750 | > 99.9% | |
| S | 13 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101750 | 99.9% | |
| t | 13 | < 0.1% | |
| e | 13 | < 0.1% | |
| a | 13 | < 0.1% | |
| d | 13 | < 0.1% | |
| y | 13 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203578 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 101750 | 50.0% | |
| o | 101750 | 50.0% | |
| S | 13 | < 0.1% | |
| t | 13 | < 0.1% | |
| e | 13 | < 0.1% | |
| a | 13 | < 0.1% | |
| d | 13 | < 0.1% | |
| y | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203578 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 101750 | 50.0% | |
| o | 101750 | 50.0% | |
| S | 13 | < 0.1% | |
| t | 13 | < 0.1% | |
| e | 13 | < 0.1% | |
| a | 13 | < 0.1% | |
| d | 13 | < 0.1% | |
| y | 13 | < 0.1% |
glimepiride-pioglitazone
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 1 |
| Value | Count | Frequency (%) | |
| No | 101762 | > 99.9% | |
| Steady | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000039307 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 101762 | 50.0% | |
| o | 101762 | 50.0% | |
| S | 1 | < 0.1% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 101767 | 50.0% | |
| Uppercase Letter | 101763 | 50.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101762 | > 99.9% | |
| S | 1 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101762 | > 99.9% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203530 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 101762 | 50.0% | |
| o | 101762 | 50.0% | |
| S | 1 | < 0.1% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203530 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 101762 | 50.0% | |
| o | 101762 | 50.0% | |
| S | 1 | < 0.1% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
metformin-rosiglitazone
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 2 |
| Value | Count | Frequency (%) | |
| No | 101761 | > 99.9% | |
| Steady | 2 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000078614 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 101761 | 50.0% | |
| o | 101761 | 50.0% | |
| S | 2 | < 0.1% | |
| t | 2 | < 0.1% | |
| e | 2 | < 0.1% | |
| a | 2 | < 0.1% | |
| d | 2 | < 0.1% | |
| y | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 101771 | 50.0% | |
| Uppercase Letter | 101763 | 50.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101761 | > 99.9% | |
| S | 2 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101761 | > 99.9% | |
| t | 2 | < 0.1% | |
| e | 2 | < 0.1% | |
| a | 2 | < 0.1% | |
| d | 2 | < 0.1% | |
| y | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203534 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 101761 | 50.0% | |
| o | 101761 | 50.0% | |
| S | 2 | < 0.1% | |
| t | 2 | < 0.1% | |
| e | 2 | < 0.1% | |
| a | 2 | < 0.1% | |
| d | 2 | < 0.1% | |
| y | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203534 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 101761 | 50.0% | |
| o | 101761 | 50.0% | |
| S | 2 | < 0.1% | |
| t | 2 | < 0.1% | |
| e | 2 | < 0.1% | |
| a | 2 | < 0.1% | |
| d | 2 | < 0.1% | |
| y | 2 | < 0.1% |
metformin-pioglitazone
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| No | |
|---|---|
| Steady | 1 |
| Value | Count | Frequency (%) | |
| No | 101762 | > 99.9% | |
| Steady | 1 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.000039307 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 101762 | 50.0% | |
| o | 101762 | 50.0% | |
| S | 1 | < 0.1% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 101767 | 50.0% | |
| Uppercase Letter | 101763 | 50.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 101762 | > 99.9% | |
| S | 1 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 101762 | > 99.9% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 203530 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 101762 | 50.0% | |
| o | 101762 | 50.0% | |
| S | 1 | < 0.1% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203530 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 101762 | 50.0% | |
| o | 101762 | 50.0% | |
| S | 1 | < 0.1% | |
| t | 1 | < 0.1% | |
| e | 1 | < 0.1% | |
| a | 1 | < 0.1% | |
| d | 1 | < 0.1% | |
| y | 1 | < 0.1% |
change
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 54754 | 53.8% | |
| 1 | 47009 | 46.2% |
diabetesMed
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 78361 | 77.0% | |
| 0 | 23402 | 23.0% |
readmitted
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 795.1 KiB |
| NO | |
|---|---|
| >30 | |
| <30 |
| Value | Count | Frequency (%) | |
| NO | 54861 | 53.9% | |
| >30 | 35545 | 34.9% | |
| <30 | 11357 | 11.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.460894431 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 54861 | 21.9% | |
| O | 54861 | 21.9% | |
| 3 | 46902 | 18.7% | |
| 0 | 46902 | 18.7% | |
| > | 35545 | 14.2% | |
| < | 11357 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 109722 | 43.8% | |
| Decimal Number | 93804 | 37.5% | |
| Math Symbol | 46902 | 18.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 54861 | 50.0% | |
| O | 54861 | 50.0% |
Most frequent Math Symbol characters
| Value | Count | Frequency (%) | |
| > | 35545 | 75.8% | |
| < | 11357 | 24.2% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 46902 | 50.0% | |
| 0 | 46902 | 50.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 140706 | 56.2% | |
| Latin | 109722 | 43.8% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 54861 | 50.0% | |
| O | 54861 | 50.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 46902 | 33.3% | |
| 0 | 46902 | 33.3% | |
| > | 35545 | 25.3% | |
| < | 11357 | 8.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 250428 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 54861 | 21.9% | |
| O | 54861 | 21.9% | |
| 3 | 46902 | 18.7% | |
| 0 | 46902 | 18.7% | |
| > | 35545 | 14.2% | |
| < | 11357 | 4.5% |
cat_diag_1
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 21 |
| Missing (%) | < 0.1% |
| Memory size | 795.1 KiB |
| 07 | |
|---|---|
| 03 | |
| 08 | |
| 09 | |
| 16 | |
| Other values (13) |
| Value | Count | Frequency (%) | |
| 07 | 30335 | 29.8% | |
| 03 | 11459 | 11.3% | |
| 08 | 10407 | 10.2% | |
| 09 | 9208 | 9.0% | |
| 16 | 7636 | 7.5% | |
| 17 | 6972 | 6.9% | |
| 10 | 5078 | 5.0% | |
| 13 | 4957 | 4.9% | |
| 02 | 3433 | 3.4% | |
| 01 | 2768 | 2.7% | |
| 12 | 2530 | 2.5% | |
| 05 | 2262 | 2.2% | |
| 18 | 1644 | 1.6% | |
| 06 | 1211 | 1.2% | |
| 04 | 1103 | 1.1% | |
| 11 | 687 | 0.7% | |
| 14 | 51 | 0.1% | |
| 19 | 1 | < 0.1% | |
| (Missing) | 21 | < 0.1% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.000206362 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 77264 | 38.0% | |
| 7 | 37307 | 18.3% | |
| 1 | 33011 | 16.2% | |
| 3 | 16416 | 8.1% | |
| 8 | 12051 | 5.9% | |
| 9 | 9209 | 4.5% | |
| 6 | 8847 | 4.3% | |
| 2 | 5963 | 2.9% | |
| 5 | 2262 | 1.1% | |
| 4 | 1154 | 0.6% | |
| n | 42 | < 0.1% | |
| a | 21 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 203484 | > 99.9% | |
| Lowercase Letter | 63 | < 0.1% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 77264 | 38.0% | |
| 7 | 37307 | 18.3% | |
| 1 | 33011 | 16.2% | |
| 3 | 16416 | 8.1% | |
| 8 | 12051 | 5.9% | |
| 9 | 9209 | 4.5% | |
| 6 | 8847 | 4.3% | |
| 2 | 5963 | 2.9% | |
| 5 | 2262 | 1.1% | |
| 4 | 1154 | 0.6% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 42 | 66.7% | |
| a | 21 | 33.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 203484 | > 99.9% | |
| Latin | 63 | < 0.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 77264 | 38.0% | |
| 7 | 37307 | 18.3% | |
| 1 | 33011 | 16.2% | |
| 3 | 16416 | 8.1% | |
| 8 | 12051 | 5.9% | |
| 9 | 9209 | 4.5% | |
| 6 | 8847 | 4.3% | |
| 2 | 5963 | 2.9% | |
| 5 | 2262 | 1.1% | |
| 4 | 1154 | 0.6% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 42 | 66.7% | |
| a | 21 | 33.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203547 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 77264 | 38.0% | |
| 7 | 37307 | 18.3% | |
| 1 | 33011 | 16.2% | |
| 3 | 16416 | 8.1% | |
| 8 | 12051 | 5.9% | |
| 9 | 9209 | 4.5% | |
| 6 | 8847 | 4.3% | |
| 2 | 5963 | 2.9% | |
| 5 | 2262 | 1.1% | |
| 4 | 1154 | 0.6% | |
| n | 42 | < 0.1% | |
| a | 21 | < 0.1% |
cat_diag_2
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 358 |
| Missing (%) | 0.4% |
| Memory size | 795.1 KiB |
| 07 | |
|---|---|
| 03 | |
| 08 | |
| 10 | |
| 16 | |
| Other values (13) |
| Value | Count | Frequency (%) | |
| 07 | 31364 | 30.8% | |
| 03 | 21017 | 20.7% | |
| 08 | 10251 | 10.1% | |
| 10 | 7987 | 7.8% | |
| 16 | 4632 | 4.6% | |
| 09 | 3962 | 3.9% | |
| 12 | 3596 | 3.5% | |
| 04 | 2926 | 2.9% | |
| 05 | 2657 | 2.6% | |
| 02 | 2547 | 2.5% | |
| 17 | 2426 | 2.4% | |
| 01 | 1931 | 1.9% | |
| 18 | 1805 | 1.8% | |
| 13 | 1764 | 1.7% | |
| 06 | 1286 | 1.3% | |
| 19 | 731 | 0.7% | |
| 11 | 415 | 0.4% | |
| 14 | 108 | 0.1% | |
| (Missing) | 358 | 0.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.003517978 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 85928 | 42.1% | |
| 7 | 33790 | 16.6% | |
| 1 | 25810 | 12.7% | |
| 3 | 22781 | 11.2% | |
| 8 | 12056 | 5.9% | |
| 2 | 6143 | 3.0% | |
| 6 | 5918 | 2.9% | |
| 9 | 4693 | 2.3% | |
| 4 | 3034 | 1.5% | |
| 5 | 2657 | 1.3% | |
| n | 716 | 0.4% | |
| a | 358 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 202810 | 99.5% | |
| Lowercase Letter | 1074 | 0.5% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 716 | 66.7% | |
| a | 358 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 85928 | 42.4% | |
| 7 | 33790 | 16.7% | |
| 1 | 25810 | 12.7% | |
| 3 | 22781 | 11.2% | |
| 8 | 12056 | 5.9% | |
| 2 | 6143 | 3.0% | |
| 6 | 5918 | 2.9% | |
| 9 | 4693 | 2.3% | |
| 4 | 3034 | 1.5% | |
| 5 | 2657 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 202810 | 99.5% | |
| Latin | 1074 | 0.5% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 716 | 66.7% | |
| a | 358 | 33.3% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 85928 | 42.4% | |
| 7 | 33790 | 16.7% | |
| 1 | 25810 | 12.7% | |
| 3 | 22781 | 11.2% | |
| 8 | 12056 | 5.9% | |
| 2 | 6143 | 3.0% | |
| 6 | 5918 | 2.9% | |
| 9 | 4693 | 2.3% | |
| 4 | 3034 | 1.5% | |
| 5 | 2657 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 203884 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 85928 | 42.1% | |
| 7 | 33790 | 16.6% | |
| 1 | 25810 | 12.7% | |
| 3 | 22781 | 11.2% | |
| 8 | 12056 | 5.9% | |
| 2 | 6143 | 3.0% | |
| 6 | 5918 | 2.9% | |
| 9 | 4693 | 2.3% | |
| 4 | 3034 | 1.5% | |
| 5 | 2657 | 1.3% | |
| n | 716 | 0.4% | |
| a | 358 | 0.2% |
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1423 |
| Missing (%) | 1.4% |
| Memory size | 795.1 KiB |
| 07 | |
|---|---|
| 03 | |
| 08 | |
| 10 | |
| 16 | |
| Other values (13) |
| Value | Count | Frequency (%) | |
| 07 | 29917 | 29.4% | |
| 03 | 26308 | 25.9% | |
| 08 | 6774 | 6.7% | |
| 10 | 6327 | 6.2% | |
| 16 | 4523 | 4.4% | |
| 18 | 3814 | 3.7% | |
| 09 | 3572 | 3.5% | |
| 05 | 3136 | 3.1% | |
| 04 | 2490 | 2.4% | |
| 12 | 2488 | 2.4% | |
| 17 | 1945 | 1.9% | |
| 13 | 1915 | 1.9% | |
| 01 | 1861 | 1.8% | |
| 02 | 1856 | 1.8% | |
| 06 | 1766 | 1.7% | |
| 19 | 1243 | 1.2% | |
| 11 | 309 | 0.3% | |
| 14 | 96 | 0.1% | |
| (Missing) | 1423 | 1.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.013983471 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 84007 | 41.0% | |
| 7 | 31862 | 15.5% | |
| 3 | 28223 | 13.8% | |
| 1 | 24830 | 12.1% | |
| 8 | 10588 | 5.2% | |
| 6 | 6289 | 3.1% | |
| 9 | 4815 | 2.3% | |
| 2 | 4344 | 2.1% | |
| 5 | 3136 | 1.5% | |
| n | 2846 | 1.4% | |
| 4 | 2586 | 1.3% | |
| a | 1423 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 200680 | 97.9% | |
| Lowercase Letter | 4269 | 2.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 2846 | 66.7% | |
| a | 1423 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 84007 | 41.9% | |
| 7 | 31862 | 15.9% | |
| 3 | 28223 | 14.1% | |
| 1 | 24830 | 12.4% | |
| 8 | 10588 | 5.3% | |
| 6 | 6289 | 3.1% | |
| 9 | 4815 | 2.4% | |
| 2 | 4344 | 2.2% | |
| 5 | 3136 | 1.6% | |
| 4 | 2586 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 200680 | 97.9% | |
| Latin | 4269 | 2.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 2846 | 66.7% | |
| a | 1423 | 33.3% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 84007 | 41.9% | |
| 7 | 31862 | 15.9% | |
| 3 | 28223 | 14.1% | |
| 1 | 24830 | 12.4% | |
| 8 | 10588 | 5.3% | |
| 6 | 6289 | 3.1% | |
| 9 | 4815 | 2.4% | |
| 2 | 4344 | 2.2% | |
| 5 | 3136 | 1.6% | |
| 4 | 2586 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 204949 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 84007 | 41.0% | |
| 7 | 31862 | 15.5% | |
| 3 | 28223 | 13.8% | |
| 1 | 24830 | 12.1% | |
| 8 | 10588 | 5.2% | |
| 6 | 6289 | 3.1% | |
| 9 | 4815 | 2.3% | |
| 2 | 4344 | 2.1% | |
| 5 | 3136 | 1.5% | |
| n | 2846 | 1.4% | |
| 4 | 2586 | 1.3% | |
| a | 1423 | 0.7% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | race | gender | age | admission_type_id | discharge_disposition_id | admission_source_id | time_in_hospital | medical_specialty | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | number_diagnoses | max_glu_serum | A1Cresult | metformin | repaglinide | nateglinide | chlorpropamide | glimepiride | acetohexamide | glipizide | glyburide | tolbutamide | pioglitazone | rosiglitazone | acarbose | miglitol | troglitazone | tolazamide | insulin | glyburide-metformin | glipizide-metformin | glimepiride-pioglitazone | metformin-rosiglitazone | metformin-pioglitazone | change | diabetesMed | readmitted | cat_diag_1 | cat_diag_2 | cat_diag_3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Caucasian | Female | 1.791759 | 6 | 25 | 1 | 0.693147 | Pediatrics-Endocrinology | 3.737670 | 0.000000 | 0.693147 | 0.000000 | 0.0 | 0.000000 | 1 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | NO | 03 | NaN | NaN |
| 1 | 1 | Caucasian | Female | 2.772589 | 1 | 1 | 7 | 1.386294 | NaN | 4.094345 | 0.000000 | 2.944439 | 0.000000 | 0.0 | 0.000000 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | 1 | 1 | >30 | 03 | 03 | 03 |
| 2 | 2 | AfricanAmerican | Female | 3.258097 | 1 | 1 | 7 | 1.098612 | NaN | 2.484907 | 1.791759 | 2.639057 | 1.098612 | 0.0 | 0.693147 | 6 | None | None | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | NO | 11 | 03 | 18 |
| 3 | 3 | Caucasian | Male | 3.583519 | 1 | 1 | 7 | 1.098612 | NaN | 3.806662 | 0.693147 | 2.833213 | 0.000000 | 0.0 | 0.000000 | 7 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | 1 | 1 | NO | 01 | 03 | 07 |
| 4 | 4 | Caucasian | Male | 3.828641 | 1 | 1 | 7 | 0.693147 | NaN | 3.951244 | 0.000000 | 2.197225 | 0.000000 | 0.0 | 0.000000 | 5 | None | None | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | 1 | 1 | NO | 02 | 02 | 03 |
| 5 | 5 | Caucasian | Male | 4.025352 | 2 | 1 | 2 | 1.386294 | NaN | 3.465736 | 1.945910 | 2.833213 | 0.000000 | 0.0 | 0.000000 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | 0 | 1 | >30 | 07 | 07 | 03 |
| 6 | 6 | Caucasian | Male | 4.189655 | 3 | 1 | 2 | 1.609438 | NaN | 4.262680 | 0.693147 | 3.091042 | 0.000000 | 0.0 | 0.000000 | 7 | None | None | Steady | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | 1 | 1 | NO | 07 | 07 | 18 |
| 7 | 7 | Caucasian | Male | 4.330733 | 1 | 1 | 7 | 1.791759 | NaN | 4.304065 | 0.000000 | 2.564949 | 0.000000 | 0.0 | 0.000000 | 8 | None | None | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | >30 | 07 | 08 | 03 |
| 8 | 8 | Caucasian | Female | 4.454347 | 2 | 1 | 4 | 2.639057 | NaN | 4.234107 | 1.098612 | 3.367296 | 0.000000 | 0.0 | 0.000000 | 8 | None | None | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | 1 | 1 | NO | 07 | 07 | 01 |
| 9 | 9 | Caucasian | Female | 4.564348 | 3 | 3 | 4 | 2.564949 | InternalMedicine | 3.526361 | 1.386294 | 2.944439 | 0.000000 | 0.0 | 0.000000 | 8 | None | None | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | Steady | No | No | No | No | No | 1 | 1 | NO | 07 | 02 | 08 |
Last rows
| df_index | race | gender | age | admission_type_id | discharge_disposition_id | admission_source_id | time_in_hospital | medical_specialty | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | number_diagnoses | max_glu_serum | A1Cresult | metformin | repaglinide | nateglinide | chlorpropamide | glimepiride | acetohexamide | glipizide | glyburide | tolbutamide | pioglitazone | rosiglitazone | acarbose | miglitol | troglitazone | tolazamide | insulin | glyburide-metformin | glipizide-metformin | glimepiride-pioglitazone | metformin-rosiglitazone | metformin-pioglitazone | change | diabetesMed | readmitted | cat_diag_1 | cat_diag_2 | cat_diag_3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101753 | 101756 | Other | Female | 4.189655 | 1 | 1 | 7 | 1.098612 | NaN | 3.850148 | 1.945910 | 2.890372 | 0.693147 | 0.693147 | 0.693147 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | 0 | 1 | >30 | 17 | 10 | 07 |
| 101754 | 101757 | Caucasian | Female | 4.330733 | 1 | 1 | 7 | 1.791759 | NaN | 3.091042 | 0.693147 | 2.833213 | 0.000000 | 0.000000 | 0.693147 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | 0 | 1 | NO | 08 | 08 | 08 |
| 101755 | 101758 | Caucasian | Female | 4.454347 | 1 | 1 | 7 | 1.791759 | NaN | 4.343805 | 0.693147 | 3.135494 | 0.000000 | 0.693147 | 0.000000 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | 1 | 1 | NO | 05 | 01 | 05 |
| 101756 | 101759 | Caucasian | Male | 4.454347 | 1 | 1 | 7 | 0.693147 | NaN | 0.693147 | 0.000000 | 2.772589 | 1.386294 | 0.000000 | 0.000000 | 7 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | No | 1 | 1 | NO | 07 | 16 | 03 |
| 101757 | 101760 | AfricanAmerican | Female | 4.189655 | 1 | 1 | 7 | 1.945910 | NaN | 3.828641 | 0.693147 | 3.258097 | 1.386294 | 0.693147 | 1.098612 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | Down | No | No | No | No | No | 1 | 1 | >30 | 06 | 07 | 07 |
| 101758 | 101761 | AfricanAmerican | Male | 4.330733 | 1 | 3 | 7 | 1.386294 | NaN | 3.951244 | 0.000000 | 2.833213 | 0.000000 | 0.000000 | 0.000000 | 9 | None | >8 | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | No | 1 | 1 | >30 | 03 | 05 | 07 |
| 101759 | 101762 | AfricanAmerican | Female | 4.454347 | 1 | 4 | 5 | 1.791759 | NaN | 3.526361 | 1.386294 | 2.944439 | 0.000000 | 0.000000 | 0.693147 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | 0 | 1 | NO | 09 | 03 | 16 |
| 101760 | 101763 | Caucasian | Male | 4.330733 | 1 | 1 | 7 | 0.693147 | NaN | 3.988984 | 0.000000 | 2.302585 | 0.693147 | 0.000000 | 0.000000 | 13 | None | None | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | No | 1 | 1 | NO | 01 | 10 | 05 |
| 101761 | 101764 | Caucasian | Female | 4.454347 | 2 | 3 | 7 | 2.397895 | Surgery-General | 3.828641 | 1.098612 | 3.091042 | 0.000000 | 0.000000 | 0.693147 | 9 | None | None | No | No | No | No | No | No | Steady | No | No | Steady | No | No | No | No | No | Up | No | No | No | No | No | 1 | 1 | NO | 17 | 04 | 17 |
| 101762 | 101765 | Caucasian | Male | 4.330733 | 1 | 1 | 7 | 1.945910 | NaN | 2.639057 | 1.386294 | 1.386294 | 0.000000 | 0.000000 | 0.000000 | 9 | None | None | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | NO | 09 | 09 | 16 |